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## 174825d438 -0.0671542939
## 1f222e3669 0.0079044581
## 1f3058af83 -0.0233818108
## 1fa099bb01 0.0146423138
## 20f1afc5c7 -0.0044565638
## 253eb5ef11 0.1452504090
## 25bbf0e7e7 0.0122453501
## 2719b72c0d -0.2158846790
## 298ed82b22 -0.0125751613
## 29bbd86997 0.0116775920
## 2a457d15d9 -0.0069884525
## 2bc6ab42f7 -0.0330379323
## 2d7fe4693a -0.0738470404
## 2e874bc151 0.0075339702
## 3df2300fa2 -0.0328878361
## 3e200bf766 -0.0049996440
## 3eb53ae932 -0.0216696208
## 435dec85e2 -0.0140446478
## 4468394575 0.0020925224
## 49756d8e0f 0.0148289084
## 4fc17427c8 0.0020529516
## 55907cc1de 0.0079232026
## 55cf3f7627 0.0015418501
## 56371466d7 -0.0203767747
## 5b862c0a8f 0.1144497793
## 5f360995ef 0.0585004092
## 60ec1426ce 0.0195561265
## 63bcf89b1d -0.0147733291
## 6516422788 -0.0162713254
## 65aed7dc1f 0.0204834239
## 6db53d265a -0.1346590433
## 7734c0c22f -0.0021929399
## 7743f273c2 0.0004870435
## 779d13189e -0.0036338248
## 77b3b41efa -0.0062700731
## 7841b6a5b1 -0.0873657660
## 789b5244a9 0.0078988384
## 7925993f42 -0.0024244373
## 7fe6cb4c98 0.0488748423
## 8311343404 -0.0132194207
## 87b982928b 0.0372979341
## 8a21502326 0.1517785960
## 8c2e088a3d -0.0774463206
## 8de0382f02 -0.0054944635
## 8f5f7c556a 0.0642024268
## 96c30c7eef 0.1518012735
## 96e6f0be58 -0.0329409920
## 98475257f7 0.0216383924
## 99d44111c9 -0.0045793595
## 9b6e0b36c2 0.0036779387
## a14fd026ce 0.0339392631
## a24802caa5 -0.0048572077
## aa69c802b6 0.0005489342
## abca7a848f 0.0118843544
## ac826f0013 0.0031801763
## ae08d2297e -0.0172047442
## aee1e4fc85 -0.1559728360
## b4112a94a6 -0.0054959164
## b709f75447 -0.0021574217
## b9a487ac3c -0.0019670483
## ba54a2a637 0.0029682786
## bdf934caa7 0.0167311137
## beb6e17af1 -0.1051597379
## c0c3df65b1 0.0304525124
## c1b8ce2354 -0.0216697834
## c58f611921 -0.0045795743
## d035af6ffa 0.0068418749
## d2c775fa99 -0.0847162732
## d4d6566f9c -0.0140368343
## dcfcbc2ea1 -0.0069999267
## e0a0772df0 -0.0875410773
## e5efa4d39a 0.0115612959
## e7ee22effb -0.0126076439
## e86a2190c1 0.1496535008
## ea0f4a32e3 -0.0603735165
## ed7e658a27 0.1486563788
## ee2ac696ff -0.0015523454
## f013b60e50 0.0500825138
## f0a0febd35 0.0197798497
## f66b98dd69 -0.2158469989
## fbf66c8021 -0.0062990745
## fdf8628ca7 0.0060477376
## fe0318e273 -0.0203929305
## fe8cdd80ba 0.1437556049
## ffd1cdcfc1 0.0148539152
## target 1.0000000000
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## -0.2398 0.5031 0.9838 1.6609 1.9680 61.3261
## Frequencies
## df1$fxcnt_cat
## Type: Ordered Factor
##
## Freq % Valid % Valid Cum. % Total % Total Cum.
## ------------------------- ------- --------- -------------- --------- --------------
## [ -0.2398 a 0.5031] 6244 25.00 25.00 25.00 25.00
## (0.5031 a 0.9838] 6244 25.00 50.00 25.00 50.00
## (0.9838 a 1.9680] 6244 25.00 75.00 25.00 75.00
## (1.9680 a 61.3261 ] 6244 25.00 100.00 25.00 100.00
## <NA> 0 0.00 100.00
## Total 24976 100.00 100.00 100.00 100.00
##
##
## Cell Contents
## |-------------------------|
## | N |
## |-------------------------|
##
##
## Total Observations in Table: 24976
##
##
## | df1$`06888ceac9`
## df1$fxcnt_cat | 0 | 1 | Row Total |
## --------------------|-----------|-----------|-----------|
## [ -0.2398 a 0.5031] | 477 | 5767 | 6244 |
## --------------------|-----------|-----------|-----------|
## (0.5031 a 0.9838] | 738 | 5506 | 6244 |
## --------------------|-----------|-----------|-----------|
## (0.9838 a 1.9680] | 971 | 5273 | 6244 |
## --------------------|-----------|-----------|-----------|
## (1.9680 a 61.3261 ] | 1319 | 4925 | 6244 |
## --------------------|-----------|-----------|-----------|
## Column Total | 3505 | 21471 | 24976 |
## --------------------|-----------|-----------|-----------|
##
##
## Statistics for All Table Factors
##
##
## Pearson's Chi-squared test
## ------------------------------------------------------------
## Chi^2 = 509.1306 d.f. = 3 p = 0.00000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000005010766
##
##
##
##
##
## Cell Contents
## |-------------------------|
## | N |
## |-------------------------|
##
##
## Total Observations in Table: 24976
##
##
## | df1$`384bec5dd1`
## df1$fxcnt_cat | 0 | 1 | Row Total |
## --------------------|-----------|-----------|-----------|
## [ -0.2398 a 0.5031] | 698 | 5546 | 6244 |
## --------------------|-----------|-----------|-----------|
## (0.5031 a 0.9838] | 723 | 5521 | 6244 |
## --------------------|-----------|-----------|-----------|
## (0.9838 a 1.9680] | 746 | 5498 | 6244 |
## --------------------|-----------|-----------|-----------|
## (1.9680 a 61.3261 ] | 730 | 5514 | 6244 |
## --------------------|-----------|-----------|-----------|
## Column Total | 2897 | 22079 | 24976 |
## --------------------|-----------|-----------|-----------|
##
##
## Statistics for All Table Factors
##
##
## Pearson's Chi-squared test
## ------------------------------------------------------------
## Chi^2 = 1.869211 d.f. = 3 p = 0.5999908
##
##
##
## Warning in chisq.test(t, correct = FALSE, ...): Chi-squared approximation may
## be incorrect
##
##
## Cell Contents
## |-------------------------|
## | N |
## |-------------------------|
##
##
## Total Observations in Table: 24976
##
##
## | df1$`7cb7913148`
## df1$fxcnt_cat | 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | Row Total |
## --------------------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|
## [ -0.2398 a 0.5031] | 2103 | 2309 | 1231 | 464 | 107 | 24 | 5 | 1 | 6244 |
## --------------------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|
## (0.5031 a 0.9838] | 2140 | 2250 | 1228 | 473 | 118 | 30 | 4 | 1 | 6244 |
## --------------------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|
## (0.9838 a 1.9680] | 2106 | 2327 | 1223 | 448 | 113 | 23 | 4 | 0 | 6244 |
## --------------------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|
## (1.9680 a 61.3261 ] | 2106 | 2289 | 1235 | 445 | 143 | 22 | 4 | 0 | 6244 |
## --------------------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|
## Column Total | 8455 | 9175 | 4917 | 1830 | 481 | 99 | 17 | 2 | 24976 |
## --------------------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|
##
##
## Statistics for All Table Factors
##
##
## Pearson's Chi-squared test
## ------------------------------------------------------------
## Chi^2 = 13.06927 d.f. = 21 p = 0.9061784
##
##
##
##
##
## Cell Contents
## |-------------------------|
## | N |
## |-------------------------|
##
##
## Total Observations in Table: 24976
##
##
## | df1$`9a575e82a4`
## df1$fxcnt_cat | 0 | 1 | Row Total |
## --------------------|-----------|-----------|-----------|
## [ -0.2398 a 0.5031] | 75 | 6169 | 6244 |
## --------------------|-----------|-----------|-----------|
## (0.5031 a 0.9838] | 163 | 6081 | 6244 |
## --------------------|-----------|-----------|-----------|
## (0.9838 a 1.9680] | 291 | 5953 | 6244 |
## --------------------|-----------|-----------|-----------|
## (1.9680 a 61.3261 ] | 502 | 5742 | 6244 |
## --------------------|-----------|-----------|-----------|
## Column Total | 1031 | 23945 | 24976 |
## --------------------|-----------|-----------|-----------|
##
##
## Statistics for All Table Factors
##
##
## Pearson's Chi-squared test
## ------------------------------------------------------------
## Chi^2 = 417.3796 d.f. = 3 p = 0.000000000000000000000000000000000000000000000000000000000000000000000000000000000000000003805491
##
##
##
## Warning: `qplot()` was deprecated in ggplot2 3.4.0.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
## Start: AIC=23305.19
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `435dec85e2` + d4d6566f9c +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + d035af6ffa + fbf66c8021 + `77b3b41efa` + fdf8628ca7 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `072b7e8f27` + a24802caa5 + `12eda2d982` + c58f611921 + `99d44111c9` +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + `779d13189e` +
## `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` +
## b709f75447 + `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff +
## `55cf3f7627` + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `96e6f0be58` 1 0.00 65505 23303
## - `3e200bf766` 1 0.00 65505 23303
## - `77b3b41efa` 1 0.02 65505 23303
## - a24802caa5 1 0.02 65505 23303
## - `4468394575` 1 0.03 65505 23303
## - `7734c0c22f` 1 0.04 65505 23303
## - `55cf3f7627` 1 0.05 65505 23303
## - fe8cdd80ba 1 0.07 65505 23303
## - b709f75447 1 0.08 65505 23303
## - `3df2300fa2` 1 0.10 65505 23303
## - `96c30c7eef` 1 0.12 65505 23303
## - `6516422788` 1 0.13 65505 23303
## - d035af6ffa 1 0.14 65505 23303
## - `7cb7913148_3` 1 0.21 65505 23303
## - `779d13189e` 1 0.24 65505 23303
## - `0e2ab0831c` 1 0.30 65505 23303
## - `99d44111c9` 1 0.37 65505 23303
## - c58f611921 1 0.37 65505 23303
## - `7cb7913148_7` 1 0.50 65505 23303
## - `1f222e3669` 1 0.60 65505 23303
## - `7cb7913148_5` 1 0.65 65505 23303
## - ee2ac696ff 1 0.76 65506 23303
## - `4fc17427c8` 1 0.80 65506 23303
## - `0342faceb5` 1 0.93 65506 23303
## - `072b7e8f27` 1 1.05 65506 23304
## - ba54a2a637 1 1.12 65506 23304
## - `173b6590ae` 1 1.14 65506 23304
## - fdf8628ca7 1 1.21 65506 23304
## - `384bec5dd1_1` 1 1.22 65506 23304
## - `9b6e0b36c2` 1 1.26 65506 23304
## - `2e874bc151` 1 1.34 65506 23304
## - `7cb7913148_6` 1 1.41 65506 23304
## - `8de0382f02` 1 1.42 65506 23304
## - b4112a94a6 1 1.42 65506 23304
## - `12eda2d982` 1 1.51 65506 23304
## - `7925993f42` 1 1.63 65506 23304
## - `7841b6a5b1` 1 1.95 65507 23304
## - `0b846350ef` 1 1.97 65507 23304
## - `7cb7913148_1` 1 1.97 65507 23304
## - e5efa4d39a 1 2.12 65507 23304
## - d4d6566f9c 1 2.14 65507 23304
## - `435dec85e2` 1 2.14 65507 23304
## - `29bbd86997` 1 2.29 65507 23304
## - dcfcbc2ea1 1 2.30 65507 23304
## - `20f1afc5c7` 1 2.49 65507 23304
## - fbf66c8021 1 2.76 65508 23304
## - `2bc6ab42f7` 1 3.62 65508 23304
## - `25bbf0e7e7` 1 4.33 65509 23304
## - aa69c802b6 1 5.03 65510 23304
## - b9a487ac3c 1 5.51 65510 23305
## - e7ee22effb 1 5.93 65511 23305
## - `63bcf89b1d` 1 6.24 65511 23305
## - ac826f0013 1 6.45 65511 23305
## - `8311343404` 1 6.75 65512 23305
## - `298ed82b22` 1 7.20 65512 23305
## - `7743f273c2` 1 7.28 65512 23305
## <none> 65505 23305
## - e0a0772df0 1 7.96 65513 23305
## - f66b98dd69 1 8.78 65514 23306
## - `8a21502326` 1 9.08 65514 23306
## - `2719b72c0d` 1 9.12 65514 23306
## - `2a457d15d9` 1 9.30 65514 23306
## - `789b5244a9` 1 9.85 65515 23306
## - ed7e658a27 1 9.86 65515 23306
## - `7cb7913148_2` 1 10.69 65515 23306
## - `56371466d7` 1 11.23 65516 23306
## - `98475257f7` 1 11.61 65516 23306
## - `7cb7913148_4` 1 11.85 65517 23306
## - `49756d8e0f` 1 12.07 65517 23306
## - `1fa099bb01` 1 12.33 65517 23306
## - ae08d2297e 1 12.67 65517 23307
## - c1b8ce2354 1 13.00 65518 23307
## - `3eb53ae932` 1 13.00 65518 23307
## - `04e7268385` 1 15.82 65521 23307
## - `55907cc1de` 1 17.03 65522 23308
## - abca7a848f 1 18.49 65523 23308
## - bdf934caa7 1 27.82 65533 23311
## - ffd1cdcfc1 1 31.20 65536 23312
## - `136c1727c3` 1 32.81 65538 23312
## - `60ec1426ce` 1 33.59 65538 23312
## - `65aed7dc1f` 1 39.57 65544 23314
## - fe0318e273 1 40.07 65545 23314
## - `016399044a` 1 54.17 65559 23318
## - f0a0febd35 1 54.43 65559 23318
## - `253eb5ef11` 1 66.79 65572 23321
## - `1f3058af83` 1 76.02 65581 23324
## - c0c3df65b1 1 109.56 65614 23332
## - `87b982928b` 1 110.63 65615 23333
## - a14fd026ce 1 111.77 65617 23333
## - `087235d61e` 1 136.90 65642 23340
## - `5f360995ef` 1 227.34 65732 23364
## - f013b60e50 1 232.04 65737 23365
## - `7fe6cb4c98` 1 284.95 65790 23379
## - `174825d438` 1 341.98 65847 23394
## - ea0f4a32e3 1 373.33 65878 23402
## - `8f5f7c556a` 1 401.67 65906 23410
## - `2d7fe4693a` 1 498.23 66003 23436
## - `8c2e088a3d` 1 521.59 66026 23442
## - d2c775fa99 1 716.61 66221 23493
## - `5b862c0a8f` 1 1129.17 66634 23602
## - beb6e17af1 1 1140.31 66645 23605
## - `06888ceac9_1` 1 1284.94 66790 23643
## - `9a575e82a4_1` 1 1335.43 66840 23656
## - `6db53d265a` 1 1484.12 66989 23695
## - aee1e4fc85 1 1535.68 67040 23708
## - e86a2190c1 1 1847.37 67352 23789
##
## Step: AIC=23303.19
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## d035af6ffa + fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + `072b7e8f27` +
## a24802caa5 + `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 +
## `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff + `55cf3f7627` +
## `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `3e200bf766` 1 0.00 65505 23301
## - `77b3b41efa` 1 0.02 65505 23301
## - a24802caa5 1 0.02 65505 23301
## - `4468394575` 1 0.03 65505 23301
## - `7734c0c22f` 1 0.04 65505 23301
## - `55cf3f7627` 1 0.05 65505 23301
## - fe8cdd80ba 1 0.07 65505 23301
## - b709f75447 1 0.08 65505 23301
## - `96c30c7eef` 1 0.12 65505 23301
## - `6516422788` 1 0.13 65505 23301
## - d035af6ffa 1 0.14 65505 23301
## - `7cb7913148_3` 1 0.21 65505 23301
## - `779d13189e` 1 0.24 65505 23301
## - `0e2ab0831c` 1 0.30 65505 23301
## - `99d44111c9` 1 0.37 65505 23301
## - c58f611921 1 0.37 65505 23301
## - `7cb7913148_7` 1 0.50 65505 23301
## - `1f222e3669` 1 0.60 65505 23301
## - `7cb7913148_5` 1 0.66 65505 23301
## - ee2ac696ff 1 0.76 65506 23301
## - `4fc17427c8` 1 0.80 65506 23301
## - `0342faceb5` 1 0.93 65506 23301
## - `072b7e8f27` 1 1.05 65506 23302
## - ba54a2a637 1 1.12 65506 23302
## - `173b6590ae` 1 1.14 65506 23302
## - fdf8628ca7 1 1.21 65506 23302
## - `384bec5dd1_1` 1 1.22 65506 23302
## - `3df2300fa2` 1 1.23 65506 23302
## - `9b6e0b36c2` 1 1.26 65506 23302
## - `2e874bc151` 1 1.34 65506 23302
## - `7cb7913148_6` 1 1.41 65506 23302
## - `8de0382f02` 1 1.42 65506 23302
## - b4112a94a6 1 1.42 65506 23302
## - `12eda2d982` 1 1.51 65506 23302
## - `7925993f42` 1 1.63 65506 23302
## - `7841b6a5b1` 1 1.95 65507 23302
## - `0b846350ef` 1 1.97 65507 23302
## - `7cb7913148_1` 1 1.97 65507 23302
## - e5efa4d39a 1 2.12 65507 23302
## - d4d6566f9c 1 2.14 65507 23302
## - `435dec85e2` 1 2.14 65507 23302
## - `29bbd86997` 1 2.29 65507 23302
## - dcfcbc2ea1 1 2.30 65507 23302
## - `20f1afc5c7` 1 2.49 65507 23302
## - fbf66c8021 1 2.76 65508 23302
## - `2bc6ab42f7` 1 3.91 65509 23302
## - `25bbf0e7e7` 1 4.33 65509 23302
## - aa69c802b6 1 5.03 65510 23302
## - b9a487ac3c 1 5.51 65510 23303
## - e7ee22effb 1 5.93 65511 23303
## - `63bcf89b1d` 1 6.24 65511 23303
## - ac826f0013 1 6.46 65511 23303
## - `8311343404` 1 6.75 65512 23303
## - `298ed82b22` 1 7.20 65512 23303
## - `7743f273c2` 1 7.28 65512 23303
## <none> 65505 23303
## - e0a0772df0 1 7.96 65513 23303
## - f66b98dd69 1 8.78 65514 23304
## - `8a21502326` 1 9.08 65514 23304
## - `2719b72c0d` 1 9.12 65514 23304
## - `2a457d15d9` 1 9.30 65514 23304
## - `789b5244a9` 1 9.85 65515 23304
## - ed7e658a27 1 9.86 65515 23304
## - `7cb7913148_2` 1 10.69 65515 23304
## - `56371466d7` 1 11.23 65516 23304
## - `98475257f7` 1 11.61 65516 23304
## - `7cb7913148_4` 1 11.85 65517 23304
## - `49756d8e0f` 1 12.08 65517 23304
## - `1fa099bb01` 1 12.33 65517 23304
## - ae08d2297e 1 12.67 65517 23305
## - c1b8ce2354 1 13.00 65518 23305
## - `3eb53ae932` 1 13.00 65518 23305
## + `96e6f0be58` 1 0.00 65505 23305
## - `04e7268385` 1 15.82 65521 23305
## - `55907cc1de` 1 17.03 65522 23306
## - abca7a848f 1 18.49 65523 23306
## - bdf934caa7 1 27.82 65533 23309
## - ffd1cdcfc1 1 31.20 65536 23310
## - `136c1727c3` 1 32.82 65538 23310
## - `60ec1426ce` 1 33.59 65538 23310
## - `65aed7dc1f` 1 39.57 65544 23312
## - fe0318e273 1 40.07 65545 23312
## - `016399044a` 1 54.17 65559 23316
## - f0a0febd35 1 54.43 65559 23316
## - `253eb5ef11` 1 66.79 65572 23319
## - `1f3058af83` 1 76.02 65581 23322
## - c0c3df65b1 1 109.57 65614 23330
## - `87b982928b` 1 110.63 65615 23331
## - a14fd026ce 1 111.79 65617 23331
## - `087235d61e` 1 136.91 65642 23338
## - `5f360995ef` 1 227.35 65732 23362
## - f013b60e50 1 232.04 65737 23363
## - `7fe6cb4c98` 1 284.95 65790 23377
## - `174825d438` 1 342.04 65847 23392
## - ea0f4a32e3 1 373.33 65878 23400
## - `8f5f7c556a` 1 401.72 65906 23408
## - `2d7fe4693a` 1 498.25 66003 23434
## - `8c2e088a3d` 1 521.59 66026 23440
## - d2c775fa99 1 716.69 66221 23491
## - `5b862c0a8f` 1 1129.21 66634 23600
## - beb6e17af1 1 1140.32 66645 23603
## - `06888ceac9_1` 1 1284.94 66790 23641
## - `9a575e82a4_1` 1 1335.67 66840 23654
## - `6db53d265a` 1 1484.13 66989 23693
## - aee1e4fc85 1 1535.93 67041 23706
## - e86a2190c1 1 1847.39 67352 23787
##
## Step: AIC=23301.19
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## d035af6ffa + fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `072b7e8f27` + a24802caa5 +
## `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 +
## `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff + `55cf3f7627` +
## `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `77b3b41efa` 1 0.02 65505 23299
## - a24802caa5 1 0.02 65505 23299
## - `4468394575` 1 0.03 65505 23299
## - `7734c0c22f` 1 0.04 65505 23299
## - `55cf3f7627` 1 0.05 65505 23299
## - fe8cdd80ba 1 0.07 65505 23299
## - b709f75447 1 0.08 65505 23299
## - `96c30c7eef` 1 0.12 65505 23299
## - `6516422788` 1 0.13 65505 23299
## - d035af6ffa 1 0.14 65505 23299
## - `7cb7913148_3` 1 0.21 65505 23299
## - `779d13189e` 1 0.24 65505 23299
## - `0e2ab0831c` 1 0.30 65505 23299
## - `99d44111c9` 1 0.37 65505 23299
## - c58f611921 1 0.37 65505 23299
## - `7cb7913148_7` 1 0.50 65505 23299
## - `1f222e3669` 1 0.60 65505 23299
## - `7cb7913148_5` 1 0.65 65505 23299
## - ee2ac696ff 1 0.76 65506 23299
## - `4fc17427c8` 1 0.80 65506 23299
## - `0342faceb5` 1 0.93 65506 23299
## - `072b7e8f27` 1 1.05 65506 23300
## - ba54a2a637 1 1.12 65506 23300
## - `173b6590ae` 1 1.14 65506 23300
## - fdf8628ca7 1 1.21 65506 23300
## - `384bec5dd1_1` 1 1.22 65506 23300
## - `3df2300fa2` 1 1.23 65506 23300
## - `9b6e0b36c2` 1 1.26 65506 23300
## - `2e874bc151` 1 1.34 65506 23300
## - `7cb7913148_6` 1 1.41 65506 23300
## - `8de0382f02` 1 1.42 65506 23300
## - b4112a94a6 1 1.42 65506 23300
## - `12eda2d982` 1 1.51 65506 23300
## - `7925993f42` 1 1.63 65506 23300
## - `7841b6a5b1` 1 1.95 65507 23300
## - `0b846350ef` 1 1.97 65507 23300
## - `7cb7913148_1` 1 1.98 65507 23300
## - e5efa4d39a 1 2.12 65507 23300
## - d4d6566f9c 1 2.14 65507 23300
## - `435dec85e2` 1 2.14 65507 23300
## - `29bbd86997` 1 2.29 65507 23300
## - dcfcbc2ea1 1 2.31 65507 23300
## - `20f1afc5c7` 1 2.49 65507 23300
## - fbf66c8021 1 2.76 65508 23300
## - `2bc6ab42f7` 1 3.91 65509 23300
## - `25bbf0e7e7` 1 4.33 65509 23300
## - aa69c802b6 1 5.03 65510 23300
## - b9a487ac3c 1 5.51 65510 23301
## - e7ee22effb 1 5.93 65511 23301
## - `63bcf89b1d` 1 6.24 65511 23301
## - ac826f0013 1 6.46 65511 23301
## - `8311343404` 1 6.75 65512 23301
## - `298ed82b22` 1 7.20 65512 23301
## - `7743f273c2` 1 7.28 65512 23301
## <none> 65505 23301
## - e0a0772df0 1 7.96 65513 23301
## - f66b98dd69 1 8.78 65514 23302
## - `8a21502326` 1 9.08 65514 23302
## - `2719b72c0d` 1 9.12 65514 23302
## - `2a457d15d9` 1 9.30 65514 23302
## - `789b5244a9` 1 9.85 65515 23302
## - ed7e658a27 1 9.86 65515 23302
## - `7cb7913148_2` 1 10.69 65515 23302
## - `56371466d7` 1 11.24 65516 23302
## - `98475257f7` 1 11.61 65516 23302
## - `7cb7913148_4` 1 11.85 65517 23302
## - `49756d8e0f` 1 12.08 65517 23302
## - `1fa099bb01` 1 12.33 65517 23302
## - ae08d2297e 1 12.67 65517 23303
## - c1b8ce2354 1 13.00 65518 23303
## - `3eb53ae932` 1 13.00 65518 23303
## + `3e200bf766` 1 0.00 65505 23303
## + `96e6f0be58` 1 0.00 65505 23303
## - `04e7268385` 1 15.82 65521 23303
## - `55907cc1de` 1 17.03 65522 23304
## - abca7a848f 1 18.49 65523 23304
## - bdf934caa7 1 27.82 65533 23307
## - ffd1cdcfc1 1 31.19 65536 23308
## - `136c1727c3` 1 32.81 65538 23308
## - `60ec1426ce` 1 33.59 65538 23308
## - `65aed7dc1f` 1 39.56 65544 23310
## - fe0318e273 1 40.09 65545 23310
## - `016399044a` 1 54.17 65559 23314
## - f0a0febd35 1 54.42 65559 23314
## - `253eb5ef11` 1 66.80 65572 23317
## - `1f3058af83` 1 76.02 65581 23320
## - c0c3df65b1 1 109.58 65614 23328
## - `87b982928b` 1 110.63 65615 23329
## - a14fd026ce 1 111.80 65617 23329
## - `087235d61e` 1 136.92 65642 23336
## - `5f360995ef` 1 227.36 65732 23360
## - f013b60e50 1 232.04 65737 23361
## - `7fe6cb4c98` 1 284.96 65790 23375
## - `174825d438` 1 342.09 65847 23390
## - ea0f4a32e3 1 373.34 65878 23398
## - `8f5f7c556a` 1 401.75 65907 23406
## - `2d7fe4693a` 1 498.25 66003 23432
## - `8c2e088a3d` 1 521.65 66026 23438
## - d2c775fa99 1 716.72 66221 23489
## - `5b862c0a8f` 1 1129.56 66634 23598
## - beb6e17af1 1 1140.35 66645 23601
## - `06888ceac9_1` 1 1284.95 66790 23639
## - `9a575e82a4_1` 1 1335.67 66840 23652
## - `6db53d265a` 1 1484.26 66989 23691
## - aee1e4fc85 1 1535.97 67041 23704
## - e86a2190c1 1 1847.42 67352 23785
##
## Step: AIC=23299.19
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## d035af6ffa + fbf66c8021 + fdf8628ca7 + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `072b7e8f27` + a24802caa5 + `12eda2d982` +
## c58f611921 + `99d44111c9` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + `779d13189e` + `0342faceb5` + ac826f0013 +
## ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 + `4468394575` +
## `4fc17427c8` + b9a487ac3c + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - a24802caa5 1 0.02 65505 23297
## - `4468394575` 1 0.03 65505 23297
## - `7734c0c22f` 1 0.04 65505 23297
## - `55cf3f7627` 1 0.05 65505 23297
## - fe8cdd80ba 1 0.07 65505 23297
## - b709f75447 1 0.08 65505 23297
## - `96c30c7eef` 1 0.12 65505 23297
## - `6516422788` 1 0.13 65505 23297
## - d035af6ffa 1 0.14 65505 23297
## - `7cb7913148_3` 1 0.21 65505 23297
## - `779d13189e` 1 0.24 65505 23297
## - `0e2ab0831c` 1 0.30 65505 23297
## - `99d44111c9` 1 0.37 65505 23297
## - c58f611921 1 0.37 65505 23297
## - `7cb7913148_7` 1 0.50 65505 23297
## - `1f222e3669` 1 0.60 65505 23297
## - `7cb7913148_5` 1 0.65 65505 23297
## - ee2ac696ff 1 0.76 65506 23297
## - `4fc17427c8` 1 0.80 65506 23297
## - `0342faceb5` 1 0.93 65506 23297
## - `072b7e8f27` 1 1.05 65506 23298
## - ba54a2a637 1 1.12 65506 23298
## - `173b6590ae` 1 1.14 65506 23298
## - fdf8628ca7 1 1.21 65506 23298
## - `384bec5dd1_1` 1 1.23 65506 23298
## - `3df2300fa2` 1 1.23 65506 23298
## - `9b6e0b36c2` 1 1.26 65506 23298
## - `2e874bc151` 1 1.34 65506 23298
## - `7cb7913148_6` 1 1.41 65506 23298
## - `8de0382f02` 1 1.42 65506 23298
## - b4112a94a6 1 1.42 65506 23298
## - `12eda2d982` 1 1.51 65506 23298
## - `7925993f42` 1 1.63 65506 23298
## - `7841b6a5b1` 1 1.95 65507 23298
## - `0b846350ef` 1 1.97 65507 23298
## - `7cb7913148_1` 1 1.97 65507 23298
## - e5efa4d39a 1 2.12 65507 23298
## - d4d6566f9c 1 2.13 65507 23298
## - `435dec85e2` 1 2.14 65507 23298
## - `29bbd86997` 1 2.29 65507 23298
## - dcfcbc2ea1 1 2.31 65507 23298
## - `20f1afc5c7` 1 2.49 65507 23298
## - fbf66c8021 1 2.77 65508 23298
## - `2bc6ab42f7` 1 3.91 65509 23298
## - `25bbf0e7e7` 1 4.34 65509 23298
## - aa69c802b6 1 5.04 65510 23298
## - b9a487ac3c 1 5.50 65510 23299
## - e7ee22effb 1 5.93 65511 23299
## - `63bcf89b1d` 1 6.24 65511 23299
## - ac826f0013 1 6.46 65511 23299
## - `8311343404` 1 6.75 65512 23299
## - `298ed82b22` 1 7.21 65512 23299
## - `7743f273c2` 1 7.28 65512 23299
## <none> 65505 23299
## - e0a0772df0 1 7.96 65513 23299
## - f66b98dd69 1 8.78 65514 23300
## - `8a21502326` 1 9.08 65514 23300
## - `2719b72c0d` 1 9.12 65514 23300
## - `2a457d15d9` 1 9.31 65514 23300
## - `789b5244a9` 1 9.85 65515 23300
## - ed7e658a27 1 9.86 65515 23300
## - `7cb7913148_2` 1 10.69 65515 23300
## - `56371466d7` 1 11.23 65516 23300
## - `98475257f7` 1 11.61 65516 23300
## - `7cb7913148_4` 1 11.85 65517 23300
## - `49756d8e0f` 1 12.08 65517 23300
## - `1fa099bb01` 1 12.33 65517 23300
## - ae08d2297e 1 12.67 65517 23301
## - c1b8ce2354 1 13.00 65518 23301
## - `3eb53ae932` 1 13.00 65518 23301
## + `77b3b41efa` 1 0.02 65505 23301
## + `3e200bf766` 1 0.00 65505 23301
## + `96e6f0be58` 1 0.00 65505 23301
## - `04e7268385` 1 15.82 65521 23301
## - `55907cc1de` 1 17.03 65522 23302
## - abca7a848f 1 18.49 65523 23302
## - bdf934caa7 1 27.81 65533 23305
## - ffd1cdcfc1 1 31.19 65536 23306
## - `136c1727c3` 1 32.80 65538 23306
## - `60ec1426ce` 1 33.60 65538 23306
## - `65aed7dc1f` 1 39.56 65544 23308
## - fe0318e273 1 40.10 65545 23308
## - `016399044a` 1 54.18 65559 23312
## - f0a0febd35 1 54.45 65559 23312
## - `253eb5ef11` 1 66.80 65572 23315
## - `1f3058af83` 1 76.05 65581 23318
## - c0c3df65b1 1 109.59 65614 23326
## - `87b982928b` 1 110.64 65615 23327
## - a14fd026ce 1 111.84 65617 23327
## - `087235d61e` 1 136.92 65642 23334
## - `5f360995ef` 1 227.36 65732 23358
## - f013b60e50 1 232.04 65737 23359
## - `7fe6cb4c98` 1 284.99 65790 23373
## - `174825d438` 1 342.11 65847 23388
## - ea0f4a32e3 1 373.36 65878 23397
## - `8f5f7c556a` 1 401.73 65907 23404
## - `2d7fe4693a` 1 498.30 66003 23430
## - `8c2e088a3d` 1 521.63 66026 23436
## - d2c775fa99 1 716.72 66222 23487
## - `5b862c0a8f` 1 1129.54 66634 23596
## - beb6e17af1 1 1140.41 66645 23599
## - `06888ceac9_1` 1 1285.01 66790 23637
## - `9a575e82a4_1` 1 1335.67 66840 23650
## - `6db53d265a` 1 1484.35 66989 23689
## - aee1e4fc85 1 1535.97 67041 23702
## - e86a2190c1 1 1847.50 67352 23784
##
## Step: AIC=23297.2
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## d035af6ffa + fbf66c8021 + fdf8628ca7 + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `072b7e8f27` + `12eda2d982` + c58f611921 +
## `99d44111c9` + `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` +
## `779d13189e` + `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` +
## `7734c0c22f` + b709f75447 + `4468394575` + `4fc17427c8` +
## b9a487ac3c + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` + aa69c802b6 +
## `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `4468394575` 1 0.03 65505 23295
## - `7734c0c22f` 1 0.04 65505 23295
## - `55cf3f7627` 1 0.05 65505 23295
## - fe8cdd80ba 1 0.07 65505 23295
## - b709f75447 1 0.08 65505 23295
## - `96c30c7eef` 1 0.12 65505 23295
## - `6516422788` 1 0.13 65505 23295
## - d035af6ffa 1 0.14 65505 23295
## - `7cb7913148_3` 1 0.21 65505 23295
## - `779d13189e` 1 0.24 65505 23295
## - `0e2ab0831c` 1 0.30 65505 23295
## - `99d44111c9` 1 0.37 65505 23295
## - c58f611921 1 0.37 65505 23295
## - `7cb7913148_7` 1 0.50 65505 23295
## - `1f222e3669` 1 0.60 65505 23295
## - `7cb7913148_5` 1 0.65 65505 23295
## - ee2ac696ff 1 0.77 65506 23295
## - `4fc17427c8` 1 0.80 65506 23295
## - `0342faceb5` 1 0.93 65506 23295
## - `072b7e8f27` 1 1.05 65506 23296
## - ba54a2a637 1 1.12 65506 23296
## - `173b6590ae` 1 1.14 65506 23296
## - fdf8628ca7 1 1.21 65506 23296
## - `384bec5dd1_1` 1 1.22 65506 23296
## - `3df2300fa2` 1 1.23 65506 23296
## - `9b6e0b36c2` 1 1.26 65506 23296
## - `2e874bc151` 1 1.34 65506 23296
## - `7cb7913148_6` 1 1.41 65506 23296
## - `8de0382f02` 1 1.42 65506 23296
## - b4112a94a6 1 1.43 65506 23296
## - `12eda2d982` 1 1.51 65506 23296
## - `7925993f42` 1 1.63 65506 23296
## - `7841b6a5b1` 1 1.95 65507 23296
## - `0b846350ef` 1 1.97 65507 23296
## - `7cb7913148_1` 1 1.98 65507 23296
## - e5efa4d39a 1 2.12 65507 23296
## - d4d6566f9c 1 2.13 65507 23296
## - `435dec85e2` 1 2.13 65507 23296
## - `29bbd86997` 1 2.29 65507 23296
## - dcfcbc2ea1 1 2.30 65507 23296
## - `20f1afc5c7` 1 2.49 65507 23296
## - fbf66c8021 1 2.76 65508 23296
## - `2bc6ab42f7` 1 3.92 65509 23296
## - `25bbf0e7e7` 1 4.34 65509 23296
## - aa69c802b6 1 5.04 65510 23296
## - b9a487ac3c 1 5.50 65510 23297
## - e7ee22effb 1 5.92 65511 23297
## - `63bcf89b1d` 1 6.24 65511 23297
## - ac826f0013 1 6.46 65511 23297
## - `8311343404` 1 6.74 65512 23297
## - `298ed82b22` 1 7.21 65512 23297
## - `7743f273c2` 1 7.28 65512 23297
## <none> 65505 23297
## - e0a0772df0 1 7.96 65513 23297
## - f66b98dd69 1 8.78 65514 23298
## - `8a21502326` 1 9.08 65514 23298
## - `2719b72c0d` 1 9.12 65514 23298
## - `2a457d15d9` 1 9.31 65514 23298
## - `789b5244a9` 1 9.85 65515 23298
## - ed7e658a27 1 9.86 65515 23298
## - `7cb7913148_2` 1 10.67 65515 23298
## - `56371466d7` 1 11.24 65516 23298
## - `98475257f7` 1 11.62 65516 23298
## - `7cb7913148_4` 1 11.85 65517 23298
## - `49756d8e0f` 1 12.07 65517 23298
## - `1fa099bb01` 1 12.34 65517 23298
## - ae08d2297e 1 12.68 65517 23299
## - c1b8ce2354 1 12.99 65518 23299
## - `3eb53ae932` 1 12.99 65518 23299
## + a24802caa5 1 0.02 65505 23299
## + `77b3b41efa` 1 0.02 65505 23299
## + `3e200bf766` 1 0.00 65505 23299
## + `96e6f0be58` 1 0.00 65505 23299
## - `04e7268385` 1 15.81 65521 23299
## - `55907cc1de` 1 17.04 65522 23300
## - abca7a848f 1 18.49 65523 23300
## - bdf934caa7 1 27.81 65533 23303
## - ffd1cdcfc1 1 31.19 65536 23304
## - `136c1727c3` 1 32.78 65538 23304
## - `60ec1426ce` 1 33.62 65538 23304
## - `65aed7dc1f` 1 39.57 65544 23306
## - fe0318e273 1 40.11 65545 23306
## - `016399044a` 1 54.21 65559 23310
## - f0a0febd35 1 54.45 65559 23310
## - `253eb5ef11` 1 66.81 65572 23313
## - `1f3058af83` 1 76.07 65581 23316
## - c0c3df65b1 1 109.58 65614 23324
## - `87b982928b` 1 110.65 65615 23325
## - a14fd026ce 1 111.82 65617 23325
## - `087235d61e` 1 136.90 65642 23332
## - `5f360995ef` 1 227.33 65732 23356
## - f013b60e50 1 232.04 65737 23357
## - `7fe6cb4c98` 1 285.01 65790 23371
## - `174825d438` 1 342.12 65847 23386
## - ea0f4a32e3 1 373.39 65878 23395
## - `8f5f7c556a` 1 401.72 65907 23402
## - `2d7fe4693a` 1 498.28 66003 23428
## - `8c2e088a3d` 1 521.64 66026 23434
## - d2c775fa99 1 716.70 66222 23485
## - `5b862c0a8f` 1 1129.96 66635 23594
## - beb6e17af1 1 1140.44 66645 23597
## - `06888ceac9_1` 1 1284.99 66790 23635
## - `9a575e82a4_1` 1 1335.65 66840 23648
## - `6db53d265a` 1 1484.34 66989 23687
## - aee1e4fc85 1 1535.95 67041 23700
## - e86a2190c1 1 1847.69 67352 23782
##
## Step: AIC=23295.21
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## d035af6ffa + fbf66c8021 + fdf8628ca7 + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `072b7e8f27` + `12eda2d982` + c58f611921 +
## `99d44111c9` + `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` +
## `779d13189e` + `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` +
## `7734c0c22f` + b709f75447 + `4fc17427c8` + b9a487ac3c + ee2ac696ff +
## `55cf3f7627` + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7734c0c22f` 1 0.04 65505 23293
## - `55cf3f7627` 1 0.05 65505 23293
## - fe8cdd80ba 1 0.07 65505 23293
## - b709f75447 1 0.08 65505 23293
## - `96c30c7eef` 1 0.12 65505 23293
## - `6516422788` 1 0.13 65505 23293
## - d035af6ffa 1 0.14 65505 23293
## - `7cb7913148_3` 1 0.21 65505 23293
## - `779d13189e` 1 0.24 65505 23293
## - `0e2ab0831c` 1 0.30 65505 23293
## - `99d44111c9` 1 0.37 65505 23293
## - c58f611921 1 0.37 65505 23293
## - `7cb7913148_7` 1 0.50 65505 23293
## - `1f222e3669` 1 0.60 65505 23293
## - `7cb7913148_5` 1 0.66 65505 23293
## - ee2ac696ff 1 0.76 65506 23293
## - `4fc17427c8` 1 0.80 65506 23293
## - `0342faceb5` 1 0.93 65506 23294
## - `072b7e8f27` 1 1.04 65506 23294
## - ba54a2a637 1 1.12 65506 23294
## - `173b6590ae` 1 1.14 65506 23294
## - fdf8628ca7 1 1.21 65506 23294
## - `384bec5dd1_1` 1 1.23 65506 23294
## - `3df2300fa2` 1 1.23 65506 23294
## - `9b6e0b36c2` 1 1.26 65506 23294
## - `2e874bc151` 1 1.34 65506 23294
## - `7cb7913148_6` 1 1.41 65506 23294
## - `8de0382f02` 1 1.42 65506 23294
## - b4112a94a6 1 1.43 65506 23294
## - `12eda2d982` 1 1.51 65506 23294
## - `7925993f42` 1 1.64 65506 23294
## - `7841b6a5b1` 1 1.96 65507 23294
## - `0b846350ef` 1 1.98 65507 23294
## - `7cb7913148_1` 1 1.98 65507 23294
## - e5efa4d39a 1 2.12 65507 23294
## - d4d6566f9c 1 2.13 65507 23294
## - `435dec85e2` 1 2.13 65507 23294
## - `29bbd86997` 1 2.29 65507 23294
## - dcfcbc2ea1 1 2.30 65507 23294
## - `20f1afc5c7` 1 2.50 65507 23294
## - fbf66c8021 1 2.76 65508 23294
## - `2bc6ab42f7` 1 3.91 65509 23294
## - `25bbf0e7e7` 1 4.33 65509 23294
## - aa69c802b6 1 5.03 65510 23295
## - b9a487ac3c 1 5.50 65510 23295
## - e7ee22effb 1 5.94 65511 23295
## - `63bcf89b1d` 1 6.25 65511 23295
## - ac826f0013 1 6.47 65511 23295
## - `8311343404` 1 6.74 65512 23295
## - `298ed82b22` 1 7.22 65512 23295
## - `7743f273c2` 1 7.28 65512 23295
## <none> 65505 23295
## - e0a0772df0 1 7.97 65513 23295
## - f66b98dd69 1 8.79 65514 23296
## - `8a21502326` 1 9.07 65514 23296
## - `2719b72c0d` 1 9.13 65514 23296
## - `2a457d15d9` 1 9.32 65514 23296
## - `789b5244a9` 1 9.84 65515 23296
## - ed7e658a27 1 9.85 65515 23296
## - `7cb7913148_2` 1 10.68 65516 23296
## - `56371466d7` 1 11.24 65516 23296
## - `98475257f7` 1 11.62 65516 23296
## - `7cb7913148_4` 1 11.86 65517 23296
## - `49756d8e0f` 1 12.08 65517 23296
## - `1fa099bb01` 1 12.36 65517 23296
## - ae08d2297e 1 12.69 65518 23297
## - c1b8ce2354 1 12.98 65518 23297
## - `3eb53ae932` 1 12.98 65518 23297
## + `4468394575` 1 0.03 65505 23297
## + a24802caa5 1 0.02 65505 23297
## + `77b3b41efa` 1 0.02 65505 23297
## + `3e200bf766` 1 0.00 65505 23297
## + `96e6f0be58` 1 0.00 65505 23297
## - `04e7268385` 1 15.81 65521 23297
## - `55907cc1de` 1 17.04 65522 23298
## - abca7a848f 1 18.50 65523 23298
## - bdf934caa7 1 27.81 65533 23301
## - ffd1cdcfc1 1 31.21 65536 23302
## - `136c1727c3` 1 32.76 65538 23302
## - `60ec1426ce` 1 33.63 65538 23302
## - `65aed7dc1f` 1 39.55 65544 23304
## - fe0318e273 1 40.13 65545 23304
## - `016399044a` 1 54.20 65559 23308
## - f0a0febd35 1 54.45 65559 23308
## - `253eb5ef11` 1 66.81 65572 23311
## - `1f3058af83` 1 76.09 65581 23314
## - c0c3df65b1 1 109.60 65614 23322
## - `87b982928b` 1 110.64 65615 23323
## - a14fd026ce 1 111.85 65617 23323
## - `087235d61e` 1 136.87 65642 23330
## - `5f360995ef` 1 227.31 65732 23354
## - f013b60e50 1 232.02 65737 23355
## - `7fe6cb4c98` 1 285.04 65790 23369
## - `174825d438` 1 342.10 65847 23384
## - ea0f4a32e3 1 373.39 65878 23393
## - `8f5f7c556a` 1 401.73 65907 23400
## - `2d7fe4693a` 1 498.26 66003 23426
## - `8c2e088a3d` 1 521.64 66026 23432
## - d2c775fa99 1 716.69 66222 23484
## - `5b862c0a8f` 1 1130.22 66635 23592
## - beb6e17af1 1 1140.53 66645 23595
## - `06888ceac9_1` 1 1285.32 66790 23633
## - `9a575e82a4_1` 1 1335.73 66841 23646
## - `6db53d265a` 1 1484.41 66989 23685
## - aee1e4fc85 1 1535.97 67041 23698
## - e86a2190c1 1 1847.66 67352 23780
##
## Step: AIC=23293.22
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## d035af6ffa + fbf66c8021 + fdf8628ca7 + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `072b7e8f27` + `12eda2d982` + c58f611921 +
## `99d44111c9` + `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` +
## `779d13189e` + `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` +
## b709f75447 + `4fc17427c8` + b9a487ac3c + ee2ac696ff + `55cf3f7627` +
## `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `55cf3f7627` 1 0.05 65505 23291
## - fe8cdd80ba 1 0.07 65505 23291
## - b709f75447 1 0.08 65505 23291
## - `96c30c7eef` 1 0.12 65505 23291
## - `6516422788` 1 0.13 65505 23291
## - d035af6ffa 1 0.14 65505 23291
## - `7cb7913148_3` 1 0.21 65505 23291
## - `779d13189e` 1 0.24 65505 23291
## - `0e2ab0831c` 1 0.30 65505 23291
## - `99d44111c9` 1 0.37 65505 23291
## - c58f611921 1 0.37 65505 23291
## - `7cb7913148_7` 1 0.50 65505 23291
## - `1f222e3669` 1 0.60 65505 23291
## - `7cb7913148_5` 1 0.66 65506 23291
## - ee2ac696ff 1 0.76 65506 23291
## - `4fc17427c8` 1 0.80 65506 23291
## - `0342faceb5` 1 0.93 65506 23292
## - `072b7e8f27` 1 1.05 65506 23292
## - ba54a2a637 1 1.12 65506 23292
## - `173b6590ae` 1 1.14 65506 23292
## - fdf8628ca7 1 1.21 65506 23292
## - `384bec5dd1_1` 1 1.22 65506 23292
## - `3df2300fa2` 1 1.24 65506 23292
## - `9b6e0b36c2` 1 1.25 65506 23292
## - `2e874bc151` 1 1.34 65506 23292
## - `7cb7913148_6` 1 1.41 65506 23292
## - `8de0382f02` 1 1.42 65506 23292
## - b4112a94a6 1 1.43 65506 23292
## - `12eda2d982` 1 1.51 65506 23292
## - `7841b6a5b1` 1 1.95 65507 23292
## - `0b846350ef` 1 1.98 65507 23292
## - `7cb7913148_1` 1 1.98 65507 23292
## - e5efa4d39a 1 2.12 65507 23292
## - d4d6566f9c 1 2.13 65507 23292
## - `435dec85e2` 1 2.13 65507 23292
## - `29bbd86997` 1 2.29 65507 23292
## - dcfcbc2ea1 1 2.31 65507 23292
## - `20f1afc5c7` 1 2.50 65507 23292
## - `7925993f42` 1 2.60 65507 23292
## - fbf66c8021 1 2.75 65508 23292
## - `2bc6ab42f7` 1 3.92 65509 23292
## - `25bbf0e7e7` 1 4.32 65509 23292
## - aa69c802b6 1 5.03 65510 23293
## - b9a487ac3c 1 5.50 65510 23293
## - e7ee22effb 1 5.95 65511 23293
## - `63bcf89b1d` 1 6.26 65511 23293
## - ac826f0013 1 6.47 65511 23293
## - `8311343404` 1 6.74 65512 23293
## - `298ed82b22` 1 7.23 65512 23293
## - `7743f273c2` 1 7.27 65512 23293
## <none> 65505 23293
## - e0a0772df0 1 7.96 65513 23293
## - f66b98dd69 1 8.79 65514 23294
## - `8a21502326` 1 9.07 65514 23294
## - `2719b72c0d` 1 9.13 65514 23294
## - `2a457d15d9` 1 9.32 65514 23294
## - `789b5244a9` 1 9.84 65515 23294
## - ed7e658a27 1 9.85 65515 23294
## - `7cb7913148_2` 1 10.69 65516 23294
## - `56371466d7` 1 11.22 65516 23294
## - `98475257f7` 1 11.61 65516 23294
## - `7cb7913148_4` 1 11.85 65517 23294
## - `49756d8e0f` 1 12.08 65517 23294
## - `1fa099bb01` 1 12.37 65517 23294
## - ae08d2297e 1 12.68 65518 23295
## - c1b8ce2354 1 12.98 65518 23295
## - `3eb53ae932` 1 12.98 65518 23295
## + `7734c0c22f` 1 0.04 65505 23295
## + `4468394575` 1 0.03 65505 23295
## + a24802caa5 1 0.02 65505 23295
## + `77b3b41efa` 1 0.02 65505 23295
## + `3e200bf766` 1 0.00 65505 23295
## + `96e6f0be58` 1 0.00 65505 23295
## - `04e7268385` 1 15.82 65521 23295
## - `55907cc1de` 1 17.04 65522 23296
## - abca7a848f 1 18.52 65523 23296
## - bdf934caa7 1 27.82 65533 23299
## - ffd1cdcfc1 1 31.22 65536 23300
## - `136c1727c3` 1 32.74 65538 23300
## - `60ec1426ce` 1 33.65 65539 23300
## - `65aed7dc1f` 1 39.55 65544 23302
## - fe0318e273 1 40.14 65545 23302
## - `016399044a` 1 54.21 65559 23306
## - f0a0febd35 1 54.45 65559 23306
## - `253eb5ef11` 1 66.83 65572 23309
## - `1f3058af83` 1 76.09 65581 23312
## - c0c3df65b1 1 109.60 65614 23320
## - `87b982928b` 1 110.60 65615 23321
## - a14fd026ce 1 111.87 65617 23321
## - `087235d61e` 1 136.95 65642 23328
## - `5f360995ef` 1 227.38 65732 23352
## - f013b60e50 1 231.99 65737 23353
## - `7fe6cb4c98` 1 285.06 65790 23367
## - `174825d438` 1 342.09 65847 23382
## - ea0f4a32e3 1 373.40 65878 23391
## - `8f5f7c556a` 1 401.84 65907 23398
## - `2d7fe4693a` 1 498.23 66003 23424
## - `8c2e088a3d` 1 521.60 66026 23430
## - d2c775fa99 1 716.68 66222 23482
## - `5b862c0a8f` 1 1130.27 66635 23590
## - beb6e17af1 1 1140.50 66645 23593
## - `06888ceac9_1` 1 1285.38 66790 23631
## - `9a575e82a4_1` 1 1335.71 66841 23644
## - `6db53d265a` 1 1484.49 66989 23683
## - aee1e4fc85 1 1535.95 67041 23696
## - e86a2190c1 1 1847.69 67353 23778
##
## Step: AIC=23291.23
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## d035af6ffa + fbf66c8021 + fdf8628ca7 + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `072b7e8f27` + `12eda2d982` + c58f611921 +
## `99d44111c9` + `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` +
## `779d13189e` + `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` +
## b709f75447 + `4fc17427c8` + b9a487ac3c + ee2ac696ff + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - fe8cdd80ba 1 0.07 65505 23289
## - b709f75447 1 0.08 65505 23289
## - `96c30c7eef` 1 0.12 65505 23289
## - `6516422788` 1 0.13 65505 23289
## - d035af6ffa 1 0.14 65505 23289
## - `7cb7913148_3` 1 0.21 65505 23289
## - `779d13189e` 1 0.24 65505 23289
## - `0e2ab0831c` 1 0.30 65505 23289
## - `99d44111c9` 1 0.37 65505 23289
## - c58f611921 1 0.37 65505 23289
## - `7cb7913148_7` 1 0.51 65505 23289
## - `1f222e3669` 1 0.60 65506 23289
## - `7cb7913148_5` 1 0.66 65506 23289
## - ee2ac696ff 1 0.76 65506 23289
## - `4fc17427c8` 1 0.80 65506 23289
## - `0342faceb5` 1 0.92 65506 23290
## - `072b7e8f27` 1 1.05 65506 23290
## - ba54a2a637 1 1.12 65506 23290
## - `173b6590ae` 1 1.15 65506 23290
## - fdf8628ca7 1 1.21 65506 23290
## - `384bec5dd1_1` 1 1.22 65506 23290
## - `3df2300fa2` 1 1.24 65506 23290
## - `9b6e0b36c2` 1 1.25 65506 23290
## - `2e874bc151` 1 1.34 65506 23290
## - `7cb7913148_6` 1 1.40 65506 23290
## - `8de0382f02` 1 1.41 65506 23290
## - b4112a94a6 1 1.42 65506 23290
## - `12eda2d982` 1 1.50 65506 23290
## - `7841b6a5b1` 1 1.95 65507 23290
## - `0b846350ef` 1 1.97 65507 23290
## - `7cb7913148_1` 1 1.98 65507 23290
## - e5efa4d39a 1 2.12 65507 23290
## - d4d6566f9c 1 2.13 65507 23290
## - `435dec85e2` 1 2.13 65507 23290
## - `29bbd86997` 1 2.29 65507 23290
## - dcfcbc2ea1 1 2.31 65507 23290
## - `20f1afc5c7` 1 2.50 65507 23290
## - `7925993f42` 1 2.59 65508 23290
## - fbf66c8021 1 2.75 65508 23290
## - `2bc6ab42f7` 1 3.92 65509 23290
## - `25bbf0e7e7` 1 4.34 65509 23290
## - aa69c802b6 1 5.02 65510 23291
## - b9a487ac3c 1 5.50 65510 23291
## - e7ee22effb 1 5.95 65511 23291
## - `63bcf89b1d` 1 6.23 65511 23291
## - ac826f0013 1 6.46 65511 23291
## - `8311343404` 1 6.73 65512 23291
## - `298ed82b22` 1 7.23 65512 23291
## - `7743f273c2` 1 7.26 65512 23291
## <none> 65505 23291
## - e0a0772df0 1 7.96 65513 23291
## - f66b98dd69 1 8.80 65514 23292
## - `8a21502326` 1 9.09 65514 23292
## - `2719b72c0d` 1 9.14 65514 23292
## - `2a457d15d9` 1 9.33 65514 23292
## - `789b5244a9` 1 9.86 65515 23292
## - ed7e658a27 1 9.87 65515 23292
## - `7cb7913148_2` 1 10.68 65516 23292
## - `56371466d7` 1 11.23 65516 23292
## - `98475257f7` 1 11.61 65517 23292
## - `7cb7913148_4` 1 11.86 65517 23292
## - `49756d8e0f` 1 12.08 65517 23292
## - `1fa099bb01` 1 12.37 65517 23292
## - ae08d2297e 1 12.69 65518 23293
## - c1b8ce2354 1 12.98 65518 23293
## - `3eb53ae932` 1 12.98 65518 23293
## + `55cf3f7627` 1 0.05 65505 23293
## + `7734c0c22f` 1 0.04 65505 23293
## + `4468394575` 1 0.03 65505 23293
## + a24802caa5 1 0.02 65505 23293
## + `77b3b41efa` 1 0.02 65505 23293
## + `3e200bf766` 1 0.00 65505 23293
## + `96e6f0be58` 1 0.00 65505 23293
## - `04e7268385` 1 15.82 65521 23294
## - `55907cc1de` 1 17.04 65522 23294
## - abca7a848f 1 18.51 65523 23294
## - bdf934caa7 1 27.84 65533 23297
## - ffd1cdcfc1 1 31.20 65536 23298
## - `136c1727c3` 1 32.74 65538 23298
## - `60ec1426ce` 1 33.64 65539 23298
## - `65aed7dc1f` 1 39.55 65544 23300
## - fe0318e273 1 40.12 65545 23300
## - `016399044a` 1 54.21 65559 23304
## - f0a0febd35 1 54.43 65559 23304
## - `253eb5ef11` 1 66.81 65572 23307
## - `1f3058af83` 1 76.07 65581 23310
## - c0c3df65b1 1 109.60 65615 23318
## - `87b982928b` 1 110.56 65615 23319
## - a14fd026ce 1 111.86 65617 23319
## - `087235d61e` 1 136.95 65642 23326
## - `5f360995ef` 1 227.35 65732 23350
## - f013b60e50 1 231.94 65737 23351
## - `7fe6cb4c98` 1 285.02 65790 23365
## - `174825d438` 1 342.04 65847 23380
## - ea0f4a32e3 1 373.36 65878 23389
## - `8f5f7c556a` 1 401.81 65907 23396
## - `2d7fe4693a` 1 498.45 66003 23422
## - `8c2e088a3d` 1 521.55 66026 23428
## - d2c775fa99 1 716.64 66222 23480
## - `5b862c0a8f` 1 1130.67 66636 23588
## - beb6e17af1 1 1140.68 66646 23591
## - `06888ceac9_1` 1 1285.35 66790 23629
## - `9a575e82a4_1` 1 1335.66 66841 23642
## - `6db53d265a` 1 1484.46 66989 23681
## - aee1e4fc85 1 1535.96 67041 23694
## - e86a2190c1 1 1847.64 67353 23776
##
## Step: AIC=23289.25
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + `6db53d265a` + `5b862c0a8f` + beb6e17af1 +
## e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + `6516422788` +
## ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `435dec85e2` + d4d6566f9c + `04e7268385` + `8311343404` +
## e7ee22effb + `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + d035af6ffa + fbf66c8021 +
## fdf8628ca7 + b4112a94a6 + `8de0382f02` + `173b6590ae` + `072b7e8f27` +
## `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + b709f75447 + `4fc17427c8` +
## b9a487ac3c + ee2ac696ff + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - b709f75447 1 0.08 65505 23287
## - `96c30c7eef` 1 0.12 65505 23287
## - `6516422788` 1 0.13 65505 23287
## - d035af6ffa 1 0.14 65505 23287
## - `7cb7913148_3` 1 0.21 65505 23287
## - `779d13189e` 1 0.23 65505 23287
## - `0e2ab0831c` 1 0.30 65505 23287
## - `99d44111c9` 1 0.37 65505 23287
## - c58f611921 1 0.37 65505 23287
## - `7cb7913148_7` 1 0.50 65505 23287
## - `1f222e3669` 1 0.60 65506 23287
## - `7cb7913148_5` 1 0.65 65506 23287
## - ee2ac696ff 1 0.75 65506 23287
## - `4fc17427c8` 1 0.80 65506 23288
## - `0342faceb5` 1 0.92 65506 23288
## - `072b7e8f27` 1 1.05 65506 23288
## - ba54a2a637 1 1.12 65506 23288
## - `173b6590ae` 1 1.15 65506 23288
## - fdf8628ca7 1 1.20 65506 23288
## - `384bec5dd1_1` 1 1.21 65506 23288
## - `3df2300fa2` 1 1.24 65506 23288
## - `9b6e0b36c2` 1 1.26 65506 23288
## - `2e874bc151` 1 1.33 65506 23288
## - `7cb7913148_6` 1 1.40 65506 23288
## - `8de0382f02` 1 1.41 65506 23288
## - b4112a94a6 1 1.42 65506 23288
## - `12eda2d982` 1 1.50 65506 23288
## - `7841b6a5b1` 1 1.96 65507 23288
## - `0b846350ef` 1 1.97 65507 23288
## - `7cb7913148_1` 1 1.98 65507 23288
## - e5efa4d39a 1 2.12 65507 23288
## - d4d6566f9c 1 2.13 65507 23288
## - `435dec85e2` 1 2.13 65507 23288
## - `29bbd86997` 1 2.30 65507 23288
## - dcfcbc2ea1 1 2.30 65507 23288
## - `20f1afc5c7` 1 2.50 65507 23288
## - `7925993f42` 1 2.59 65508 23288
## - fbf66c8021 1 2.74 65508 23288
## - `2bc6ab42f7` 1 3.93 65509 23288
## - `25bbf0e7e7` 1 4.33 65509 23288
## - aa69c802b6 1 5.02 65510 23289
## - b9a487ac3c 1 5.50 65510 23289
## - e7ee22effb 1 5.94 65511 23289
## - `63bcf89b1d` 1 6.23 65511 23289
## - ac826f0013 1 6.45 65511 23289
## - `8311343404` 1 6.74 65512 23289
## - `298ed82b22` 1 7.21 65512 23289
## - `7743f273c2` 1 7.26 65512 23289
## <none> 65505 23289
## - e0a0772df0 1 7.98 65513 23289
## - f66b98dd69 1 8.81 65514 23290
## - `8a21502326` 1 9.07 65514 23290
## - `2719b72c0d` 1 9.16 65514 23290
## - `2a457d15d9` 1 9.32 65514 23290
## - `789b5244a9` 1 9.85 65515 23290
## - ed7e658a27 1 9.86 65515 23290
## - `7cb7913148_2` 1 10.69 65516 23290
## - `56371466d7` 1 11.23 65516 23290
## - `98475257f7` 1 11.60 65517 23290
## - `7cb7913148_4` 1 11.87 65517 23290
## - `49756d8e0f` 1 12.09 65517 23290
## - `1fa099bb01` 1 12.37 65517 23291
## - ae08d2297e 1 12.67 65518 23291
## - c1b8ce2354 1 12.99 65518 23291
## - `3eb53ae932` 1 12.99 65518 23291
## + fe8cdd80ba 1 0.07 65505 23291
## + `55cf3f7627` 1 0.05 65505 23291
## + `7734c0c22f` 1 0.04 65505 23291
## + `4468394575` 1 0.03 65505 23291
## + a24802caa5 1 0.02 65505 23291
## + `77b3b41efa` 1 0.02 65505 23291
## + `3e200bf766` 1 0.00 65505 23291
## + `96e6f0be58` 1 0.00 65505 23291
## - `04e7268385` 1 15.81 65521 23292
## - `55907cc1de` 1 17.08 65522 23292
## - abca7a848f 1 18.51 65524 23292
## - bdf934caa7 1 27.83 65533 23295
## - ffd1cdcfc1 1 31.19 65536 23296
## - `136c1727c3` 1 32.78 65538 23296
## - `60ec1426ce` 1 33.62 65539 23296
## - `65aed7dc1f` 1 39.54 65545 23298
## - fe0318e273 1 40.09 65545 23298
## - `016399044a` 1 54.22 65559 23302
## - f0a0febd35 1 54.38 65559 23302
## - `1f3058af83` 1 76.11 65581 23308
## - c0c3df65b1 1 109.72 65615 23316
## - `87b982928b` 1 110.61 65616 23317
## - a14fd026ce 1 111.85 65617 23317
## - `087235d61e` 1 137.05 65642 23324
## - `5f360995ef` 1 227.41 65732 23348
## - f013b60e50 1 232.08 65737 23349
## - `7fe6cb4c98` 1 285.04 65790 23363
## - `174825d438` 1 341.99 65847 23378
## - ea0f4a32e3 1 373.38 65878 23387
## - `8f5f7c556a` 1 401.77 65907 23394
## - `2d7fe4693a` 1 498.49 66003 23420
## - `8c2e088a3d` 1 521.62 66027 23426
## - d2c775fa99 1 716.86 66222 23478
## - `5b862c0a8f` 1 1130.60 66636 23586
## - beb6e17af1 1 1141.28 66646 23589
## - `06888ceac9_1` 1 1285.73 66791 23627
## - `9a575e82a4_1` 1 1335.59 66841 23640
## - `6db53d265a` 1 1484.41 66989 23679
## - aee1e4fc85 1 1535.93 67041 23692
## - `253eb5ef11` 1 1827.97 67333 23768
## - e86a2190c1 1 1847.68 67353 23774
##
## Step: AIC=23287.27
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + `6db53d265a` + `5b862c0a8f` + beb6e17af1 +
## e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + `6516422788` +
## ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `435dec85e2` + d4d6566f9c + `04e7268385` + `8311343404` +
## e7ee22effb + `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + d035af6ffa + fbf66c8021 +
## fdf8628ca7 + b4112a94a6 + `8de0382f02` + `173b6590ae` + `072b7e8f27` +
## `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `4fc17427c8` + b9a487ac3c +
## ee2ac696ff + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `96c30c7eef` 1 0.11 65505 23285
## - `6516422788` 1 0.13 65505 23285
## - d035af6ffa 1 0.14 65505 23285
## - `7cb7913148_3` 1 0.21 65505 23285
## - `779d13189e` 1 0.23 65505 23285
## - `0e2ab0831c` 1 0.30 65505 23285
## - `99d44111c9` 1 0.37 65505 23285
## - c58f611921 1 0.37 65505 23285
## - `7cb7913148_7` 1 0.50 65506 23285
## - `1f222e3669` 1 0.60 65506 23285
## - `7cb7913148_5` 1 0.65 65506 23285
## - ee2ac696ff 1 0.75 65506 23286
## - `4fc17427c8` 1 0.80 65506 23286
## - `0342faceb5` 1 0.92 65506 23286
## - `072b7e8f27` 1 1.05 65506 23286
## - ba54a2a637 1 1.12 65506 23286
## - `173b6590ae` 1 1.14 65506 23286
## - fdf8628ca7 1 1.21 65506 23286
## - `384bec5dd1_1` 1 1.22 65506 23286
## - `3df2300fa2` 1 1.24 65506 23286
## - `9b6e0b36c2` 1 1.26 65506 23286
## - `2e874bc151` 1 1.33 65506 23286
## - `7cb7913148_6` 1 1.40 65506 23286
## - `8de0382f02` 1 1.42 65506 23286
## - b4112a94a6 1 1.42 65506 23286
## - `12eda2d982` 1 1.50 65507 23286
## - `7841b6a5b1` 1 1.96 65507 23286
## - `7cb7913148_1` 1 1.97 65507 23286
## - `0b846350ef` 1 1.97 65507 23286
## - d4d6566f9c 1 2.12 65507 23286
## - `435dec85e2` 1 2.12 65507 23286
## - e5efa4d39a 1 2.12 65507 23286
## - `29bbd86997` 1 2.30 65507 23286
## - dcfcbc2ea1 1 2.31 65507 23286
## - `20f1afc5c7` 1 2.50 65508 23286
## - `7925993f42` 1 2.58 65508 23286
## - fbf66c8021 1 2.73 65508 23286
## - `2bc6ab42f7` 1 3.93 65509 23286
## - `25bbf0e7e7` 1 4.33 65509 23286
## - aa69c802b6 1 5.03 65510 23287
## - b9a487ac3c 1 5.50 65511 23287
## - e7ee22effb 1 5.96 65511 23287
## - `63bcf89b1d` 1 6.22 65511 23287
## - ac826f0013 1 6.44 65512 23287
## - `8311343404` 1 6.73 65512 23287
## - `298ed82b22` 1 7.20 65512 23287
## - `7743f273c2` 1 7.26 65512 23287
## <none> 65505 23287
## - e0a0772df0 1 7.97 65513 23287
## - f66b98dd69 1 8.82 65514 23288
## - `8a21502326` 1 9.07 65514 23288
## - `2719b72c0d` 1 9.16 65514 23288
## - `2a457d15d9` 1 9.32 65514 23288
## - `789b5244a9` 1 9.85 65515 23288
## - ed7e658a27 1 9.86 65515 23288
## - `7cb7913148_2` 1 10.69 65516 23288
## - `56371466d7` 1 11.24 65516 23288
## - `98475257f7` 1 11.61 65517 23288
## - `7cb7913148_4` 1 11.87 65517 23288
## - `49756d8e0f` 1 12.13 65517 23288
## - `1fa099bb01` 1 12.36 65517 23289
## - ae08d2297e 1 12.68 65518 23289
## - c1b8ce2354 1 12.98 65518 23289
## - `3eb53ae932` 1 12.98 65518 23289
## + b709f75447 1 0.08 65505 23289
## + fe8cdd80ba 1 0.07 65505 23289
## + `55cf3f7627` 1 0.05 65505 23289
## + `7734c0c22f` 1 0.04 65505 23289
## + `4468394575` 1 0.03 65505 23289
## + a24802caa5 1 0.02 65505 23289
## + `77b3b41efa` 1 0.02 65505 23289
## + `3e200bf766` 1 0.00 65505 23289
## + `96e6f0be58` 1 0.00 65505 23289
## - `04e7268385` 1 15.81 65521 23290
## - `55907cc1de` 1 17.08 65522 23290
## - abca7a848f 1 18.50 65524 23290
## - bdf934caa7 1 27.85 65533 23293
## - ffd1cdcfc1 1 31.19 65536 23294
## - `136c1727c3` 1 32.78 65538 23294
## - `60ec1426ce` 1 33.60 65539 23294
## - `65aed7dc1f` 1 39.54 65545 23296
## - fe0318e273 1 40.09 65545 23296
## - `016399044a` 1 54.27 65559 23300
## - f0a0febd35 1 54.36 65559 23300
## - `1f3058af83` 1 76.13 65581 23306
## - c0c3df65b1 1 109.68 65615 23314
## - `87b982928b` 1 110.65 65616 23315
## - a14fd026ce 1 111.81 65617 23315
## - `087235d61e` 1 137.04 65642 23322
## - `5f360995ef` 1 227.43 65733 23346
## - f013b60e50 1 232.14 65737 23347
## - `7fe6cb4c98` 1 285.10 65790 23361
## - `174825d438` 1 341.91 65847 23376
## - ea0f4a32e3 1 373.32 65878 23385
## - `8f5f7c556a` 1 401.78 65907 23392
## - `2d7fe4693a` 1 498.59 66004 23418
## - `8c2e088a3d` 1 521.67 66027 23424
## - d2c775fa99 1 716.86 66222 23476
## - `5b862c0a8f` 1 1130.73 66636 23584
## - beb6e17af1 1 1141.38 66646 23587
## - `06888ceac9_1` 1 1285.77 66791 23625
## - `9a575e82a4_1` 1 1335.61 66841 23638
## - `6db53d265a` 1 1484.58 66990 23677
## - aee1e4fc85 1 1536.02 67041 23690
## - `253eb5ef11` 1 1828.21 67333 23766
## - e86a2190c1 1 1847.62 67353 23772
##
## Step: AIC=23285.3
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 + `7841b6a5b1` +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `435dec85e2` + d4d6566f9c +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + d035af6ffa + fbf66c8021 + fdf8628ca7 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `072b7e8f27` + `12eda2d982` +
## c58f611921 + `99d44111c9` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + `779d13189e` + `0342faceb5` + ac826f0013 +
## ba54a2a637 + `7925993f42` + `4fc17427c8` + b9a487ac3c + ee2ac696ff +
## `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `6516422788` 1 0.13 65505 23283
## - d035af6ffa 1 0.14 65505 23283
## - `7cb7913148_3` 1 0.21 65505 23283
## - `779d13189e` 1 0.23 65505 23283
## - `0e2ab0831c` 1 0.30 65505 23283
## - `99d44111c9` 1 0.37 65506 23283
## - c58f611921 1 0.37 65506 23283
## - `7cb7913148_7` 1 0.51 65506 23283
## - `1f222e3669` 1 0.60 65506 23284
## - `7cb7913148_5` 1 0.65 65506 23284
## - ee2ac696ff 1 0.75 65506 23284
## - `4fc17427c8` 1 0.80 65506 23284
## - `0342faceb5` 1 0.91 65506 23284
## - `072b7e8f27` 1 1.05 65506 23284
## - ba54a2a637 1 1.12 65506 23284
## - `173b6590ae` 1 1.15 65506 23284
## - fdf8628ca7 1 1.20 65506 23284
## - `384bec5dd1_1` 1 1.23 65506 23284
## - `3df2300fa2` 1 1.24 65506 23284
## - `9b6e0b36c2` 1 1.25 65506 23284
## - `2e874bc151` 1 1.33 65507 23284
## - `7cb7913148_6` 1 1.40 65507 23284
## - `8de0382f02` 1 1.42 65507 23284
## - b4112a94a6 1 1.43 65507 23284
## - `12eda2d982` 1 1.50 65507 23284
## - `7841b6a5b1` 1 1.95 65507 23284
## - `7cb7913148_1` 1 1.97 65507 23284
## - `0b846350ef` 1 1.97 65507 23284
## - d4d6566f9c 1 2.12 65507 23284
## - `435dec85e2` 1 2.12 65507 23284
## - e5efa4d39a 1 2.13 65507 23284
## - dcfcbc2ea1 1 2.30 65507 23284
## - `29bbd86997` 1 2.31 65507 23284
## - `20f1afc5c7` 1 2.51 65508 23284
## - `7925993f42` 1 2.58 65508 23284
## - fbf66c8021 1 2.73 65508 23284
## - `2bc6ab42f7` 1 3.93 65509 23284
## - `25bbf0e7e7` 1 4.31 65509 23284
## - aa69c802b6 1 5.03 65510 23285
## - b9a487ac3c 1 5.52 65511 23285
## - e7ee22effb 1 5.95 65511 23285
## - `63bcf89b1d` 1 6.23 65511 23285
## - ac826f0013 1 6.45 65512 23285
## - `8311343404` 1 6.73 65512 23285
## - `298ed82b22` 1 7.20 65512 23285
## - `7743f273c2` 1 7.24 65512 23285
## <none> 65505 23285
## - e0a0772df0 1 7.96 65513 23285
## - `8a21502326` 1 9.05 65514 23286
## - `2a457d15d9` 1 9.34 65515 23286
## - `789b5244a9` 1 9.85 65515 23286
## - ed7e658a27 1 9.86 65515 23286
## - `7cb7913148_2` 1 10.69 65516 23286
## - f66b98dd69 1 10.91 65516 23286
## - `56371466d7` 1 11.25 65516 23286
## - `2719b72c0d` 1 11.32 65517 23286
## - `98475257f7` 1 11.61 65517 23286
## - `7cb7913148_4` 1 11.88 65517 23286
## - `49756d8e0f` 1 12.16 65517 23286
## - `1fa099bb01` 1 12.33 65518 23287
## - ae08d2297e 1 12.72 65518 23287
## - c1b8ce2354 1 12.96 65518 23287
## - `3eb53ae932` 1 12.96 65518 23287
## + `96c30c7eef` 1 0.11 65505 23287
## + b709f75447 1 0.08 65505 23287
## + fe8cdd80ba 1 0.07 65505 23287
## + `55cf3f7627` 1 0.05 65505 23287
## + `7734c0c22f` 1 0.03 65505 23287
## + `4468394575` 1 0.03 65505 23287
## + a24802caa5 1 0.02 65505 23287
## + `77b3b41efa` 1 0.02 65505 23287
## + `3e200bf766` 1 0.00 65505 23287
## + `96e6f0be58` 1 0.00 65505 23287
## - `04e7268385` 1 15.82 65521 23288
## - `55907cc1de` 1 17.09 65522 23288
## - abca7a848f 1 18.52 65524 23288
## - bdf934caa7 1 27.82 65533 23291
## - ffd1cdcfc1 1 31.18 65536 23292
## - `136c1727c3` 1 32.76 65538 23292
## - `60ec1426ce` 1 33.60 65539 23292
## - `65aed7dc1f` 1 39.55 65545 23294
## - fe0318e273 1 40.06 65545 23294
## - `016399044a` 1 54.27 65559 23298
## - f0a0febd35 1 54.37 65560 23298
## - `1f3058af83` 1 76.05 65581 23304
## - c0c3df65b1 1 109.62 65615 23312
## - `87b982928b` 1 110.61 65616 23313
## - a14fd026ce 1 111.88 65617 23313
## - `087235d61e` 1 136.98 65642 23320
## - `5f360995ef` 1 227.36 65733 23344
## - f013b60e50 1 232.09 65737 23345
## - `7fe6cb4c98` 1 285.16 65790 23359
## - `174825d438` 1 342.06 65847 23374
## - ea0f4a32e3 1 373.35 65879 23383
## - `8f5f7c556a` 1 401.70 65907 23390
## - `2d7fe4693a` 1 498.78 66004 23416
## - `8c2e088a3d` 1 521.76 66027 23422
## - d2c775fa99 1 716.93 66222 23474
## - `5b862c0a8f` 1 1130.61 66636 23582
## - beb6e17af1 1 1141.69 66647 23585
## - `06888ceac9_1` 1 1285.70 66791 23623
## - `9a575e82a4_1` 1 1335.55 66841 23636
## - `6db53d265a` 1 1484.53 66990 23675
## - aee1e4fc85 1 1535.92 67041 23688
## - `253eb5ef11` 1 1828.10 67333 23764
## - e86a2190c1 1 1847.50 67353 23770
##
## Step: AIC=23283.34
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 + `7841b6a5b1` +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## d035af6ffa + fbf66c8021 + fdf8628ca7 + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `072b7e8f27` + `12eda2d982` + c58f611921 +
## `99d44111c9` + `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` +
## `779d13189e` + `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` +
## `4fc17427c8` + b9a487ac3c + ee2ac696ff + `0e2ab0831c` + aa69c802b6 +
## `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - d035af6ffa 1 0.13 65505 23281
## - `7cb7913148_3` 1 0.21 65506 23281
## - `779d13189e` 1 0.23 65506 23281
## - `0e2ab0831c` 1 0.30 65506 23281
## - `99d44111c9` 1 0.37 65506 23281
## - c58f611921 1 0.37 65506 23281
## - `7cb7913148_7` 1 0.52 65506 23282
## - `1f222e3669` 1 0.59 65506 23282
## - `7cb7913148_5` 1 0.65 65506 23282
## - ee2ac696ff 1 0.75 65506 23282
## - `4fc17427c8` 1 0.80 65506 23282
## - `0342faceb5` 1 0.92 65506 23282
## - `072b7e8f27` 1 1.06 65506 23282
## - ba54a2a637 1 1.12 65506 23282
## - `173b6590ae` 1 1.15 65506 23282
## - fdf8628ca7 1 1.19 65507 23282
## - `384bec5dd1_1` 1 1.22 65507 23282
## - `9b6e0b36c2` 1 1.25 65507 23282
## - `3df2300fa2` 1 1.26 65507 23282
## - `2e874bc151` 1 1.32 65507 23282
## - `7cb7913148_6` 1 1.40 65507 23282
## - `8de0382f02` 1 1.43 65507 23282
## - b4112a94a6 1 1.44 65507 23282
## - `12eda2d982` 1 1.49 65507 23282
## - `7841b6a5b1` 1 1.94 65507 23282
## - `7cb7913148_1` 1 1.97 65507 23282
## - `0b846350ef` 1 1.97 65507 23282
## - d4d6566f9c 1 2.11 65507 23282
## - `435dec85e2` 1 2.11 65507 23282
## - e5efa4d39a 1 2.13 65507 23282
## - dcfcbc2ea1 1 2.30 65508 23282
## - `29bbd86997` 1 2.30 65508 23282
## - `20f1afc5c7` 1 2.51 65508 23282
## - `7925993f42` 1 2.59 65508 23282
## - fbf66c8021 1 2.72 65508 23282
## - `2bc6ab42f7` 1 3.95 65509 23282
## - `25bbf0e7e7` 1 4.33 65510 23282
## - aa69c802b6 1 5.03 65510 23283
## - b9a487ac3c 1 5.54 65511 23283
## - e7ee22effb 1 5.95 65511 23283
## - `63bcf89b1d` 1 6.22 65512 23283
## - ac826f0013 1 6.44 65512 23283
## - `8311343404` 1 6.72 65512 23283
## - `298ed82b22` 1 7.21 65513 23283
## - `7743f273c2` 1 7.23 65513 23283
## <none> 65505 23283
## - e0a0772df0 1 7.94 65513 23284
## - `8a21502326` 1 9.03 65514 23284
## - `2a457d15d9` 1 9.34 65515 23284
## - `789b5244a9` 1 9.83 65515 23284
## - ed7e658a27 1 9.84 65515 23284
## - `7cb7913148_2` 1 10.69 65516 23284
## - f66b98dd69 1 10.91 65516 23284
## - `56371466d7` 1 11.21 65517 23284
## - `2719b72c0d` 1 11.31 65517 23284
## - `98475257f7` 1 11.60 65517 23284
## - `7cb7913148_4` 1 11.91 65517 23284
## - `49756d8e0f` 1 12.17 65517 23285
## - `1fa099bb01` 1 12.32 65518 23285
## - ae08d2297e 1 12.72 65518 23285
## - c1b8ce2354 1 12.95 65518 23285
## - `3eb53ae932` 1 12.95 65518 23285
## + `6516422788` 1 0.13 65505 23285
## + `96c30c7eef` 1 0.11 65505 23285
## + b709f75447 1 0.08 65505 23285
## + fe8cdd80ba 1 0.07 65505 23285
## + `55cf3f7627` 1 0.05 65505 23285
## + `7734c0c22f` 1 0.04 65505 23285
## + `4468394575` 1 0.03 65505 23285
## + a24802caa5 1 0.02 65505 23285
## + `77b3b41efa` 1 0.02 65505 23285
## + `3e200bf766` 1 0.00 65505 23285
## + `96e6f0be58` 1 0.00 65505 23285
## - `04e7268385` 1 15.79 65521 23286
## - `55907cc1de` 1 17.05 65522 23286
## - abca7a848f 1 18.52 65524 23286
## - bdf934caa7 1 27.82 65533 23289
## - ffd1cdcfc1 1 31.21 65537 23290
## - `136c1727c3` 1 32.75 65538 23290
## - `60ec1426ce` 1 33.61 65539 23290
## - `65aed7dc1f` 1 39.51 65545 23292
## - fe0318e273 1 40.03 65545 23292
## - `016399044a` 1 54.24 65560 23296
## - f0a0febd35 1 54.33 65560 23296
## - `1f3058af83` 1 76.00 65581 23302
## - c0c3df65b1 1 109.61 65615 23311
## - `87b982928b` 1 110.57 65616 23311
## - a14fd026ce 1 111.84 65617 23311
## - `087235d61e` 1 136.91 65642 23318
## - `5f360995ef` 1 227.29 65733 23342
## - f013b60e50 1 232.22 65738 23343
## - `7fe6cb4c98` 1 285.15 65790 23357
## - `174825d438` 1 342.24 65848 23372
## - ea0f4a32e3 1 373.42 65879 23381
## - `8f5f7c556a` 1 402.01 65907 23388
## - `2d7fe4693a` 1 499.00 66004 23414
## - `8c2e088a3d` 1 521.84 66027 23420
## - d2c775fa99 1 717.05 66222 23472
## - `5b862c0a8f` 1 1130.62 66636 23580
## - beb6e17af1 1 1141.99 66647 23584
## - `06888ceac9_1` 1 1285.59 66791 23621
## - `9a575e82a4_1` 1 1335.46 66841 23634
## - `6db53d265a` 1 1484.56 66990 23673
## - aee1e4fc85 1 1536.14 67041 23687
## - `253eb5ef11` 1 1828.87 67334 23763
## - e86a2190c1 1 1847.40 67353 23768
##
## Step: AIC=23281.37
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 + `7841b6a5b1` +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + fdf8628ca7 + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `072b7e8f27` + `12eda2d982` + c58f611921 + `99d44111c9` +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + `779d13189e` +
## `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` + `4fc17427c8` +
## b9a487ac3c + ee2ac696ff + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_3` 1 0.21 65506 23279
## - `779d13189e` 1 0.23 65506 23279
## - `0e2ab0831c` 1 0.30 65506 23280
## - `99d44111c9` 1 0.37 65506 23280
## - c58f611921 1 0.37 65506 23280
## - `7cb7913148_7` 1 0.52 65506 23280
## - `7cb7913148_5` 1 0.65 65506 23280
## - ee2ac696ff 1 0.75 65506 23280
## - `4fc17427c8` 1 0.80 65506 23280
## - `0342faceb5` 1 0.91 65506 23280
## - `072b7e8f27` 1 1.06 65507 23280
## - ba54a2a637 1 1.12 65507 23280
## - `173b6590ae` 1 1.15 65507 23280
## - fdf8628ca7 1 1.20 65507 23280
## - `384bec5dd1_1` 1 1.22 65507 23280
## - `9b6e0b36c2` 1 1.25 65507 23280
## - `3df2300fa2` 1 1.25 65507 23280
## - `2e874bc151` 1 1.32 65507 23280
## - `7cb7913148_6` 1 1.40 65507 23280
## - `8de0382f02` 1 1.43 65507 23280
## - b4112a94a6 1 1.43 65507 23280
## - `12eda2d982` 1 1.49 65507 23280
## - `7841b6a5b1` 1 1.94 65507 23280
## - `0b846350ef` 1 1.97 65507 23280
## - `7cb7913148_1` 1 1.98 65507 23280
## - d4d6566f9c 1 2.11 65508 23280
## - `435dec85e2` 1 2.11 65508 23280
## - e5efa4d39a 1 2.13 65508 23280
## - dcfcbc2ea1 1 2.30 65508 23280
## - `29bbd86997` 1 2.30 65508 23280
## - `20f1afc5c7` 1 2.51 65508 23280
## - `7925993f42` 1 2.58 65508 23280
## - fbf66c8021 1 2.71 65508 23280
## - `2bc6ab42f7` 1 3.95 65509 23280
## - `25bbf0e7e7` 1 4.33 65510 23280
## - aa69c802b6 1 5.03 65510 23281
## - b9a487ac3c 1 5.54 65511 23281
## - e7ee22effb 1 5.93 65511 23281
## - `63bcf89b1d` 1 6.22 65512 23281
## - ac826f0013 1 6.42 65512 23281
## - `8311343404` 1 6.72 65512 23281
## - `298ed82b22` 1 7.23 65513 23281
## - `7743f273c2` 1 7.24 65513 23281
## <none> 65505 23281
## - e0a0772df0 1 7.93 65513 23282
## - `8a21502326` 1 9.02 65514 23282
## - `2a457d15d9` 1 9.32 65515 23282
## - `789b5244a9` 1 9.82 65515 23282
## - ed7e658a27 1 9.83 65515 23282
## - `7cb7913148_2` 1 10.71 65516 23282
## - f66b98dd69 1 10.93 65516 23282
## - `56371466d7` 1 11.21 65517 23282
## - `2719b72c0d` 1 11.34 65517 23282
## - `98475257f7` 1 11.61 65517 23282
## - `7cb7913148_4` 1 11.97 65517 23283
## - `1f222e3669` 1 12.03 65517 23283
## - `49756d8e0f` 1 12.18 65518 23283
## - `1fa099bb01` 1 12.34 65518 23283
## - ae08d2297e 1 12.70 65518 23283
## - c1b8ce2354 1 12.97 65518 23283
## - `3eb53ae932` 1 12.97 65518 23283
## + d035af6ffa 1 0.13 65505 23283
## + `6516422788` 1 0.13 65505 23283
## + `96c30c7eef` 1 0.11 65505 23283
## + b709f75447 1 0.08 65505 23283
## + fe8cdd80ba 1 0.07 65505 23283
## + `55cf3f7627` 1 0.05 65505 23283
## + `7734c0c22f` 1 0.04 65505 23283
## + `4468394575` 1 0.04 65505 23283
## + a24802caa5 1 0.02 65505 23283
## + `77b3b41efa` 1 0.02 65505 23283
## + `3e200bf766` 1 0.00 65505 23283
## + `96e6f0be58` 1 0.00 65505 23283
## - `04e7268385` 1 15.81 65521 23284
## - `55907cc1de` 1 17.05 65523 23284
## - abca7a848f 1 18.48 65524 23284
## - bdf934caa7 1 27.84 65533 23287
## - ffd1cdcfc1 1 31.24 65537 23288
## - `136c1727c3` 1 32.77 65538 23288
## - `60ec1426ce` 1 33.63 65539 23288
## - `65aed7dc1f` 1 39.49 65545 23290
## - fe0318e273 1 39.98 65545 23290
## - `016399044a` 1 54.24 65560 23294
## - f0a0febd35 1 54.32 65560 23294
## - `1f3058af83` 1 76.05 65581 23300
## - c0c3df65b1 1 109.64 65615 23309
## - `87b982928b` 1 110.62 65616 23309
## - a14fd026ce 1 111.91 65617 23309
## - `087235d61e` 1 136.84 65642 23316
## - `5f360995ef` 1 227.28 65733 23340
## - f013b60e50 1 232.15 65738 23341
## - `7fe6cb4c98` 1 285.34 65791 23355
## - `174825d438` 1 342.26 65848 23370
## - ea0f4a32e3 1 373.29 65879 23379
## - `8f5f7c556a` 1 402.00 65907 23386
## - `2d7fe4693a` 1 499.10 66005 23412
## - `8c2e088a3d` 1 521.71 66027 23418
## - d2c775fa99 1 717.18 66223 23470
## - `5b862c0a8f` 1 1130.65 66636 23579
## - beb6e17af1 1 1141.86 66647 23582
## - `06888ceac9_1` 1 1285.50 66791 23619
## - `9a575e82a4_1` 1 1335.44 66841 23632
## - `6db53d265a` 1 1484.94 66990 23671
## - aee1e4fc85 1 1536.60 67042 23685
## - `253eb5ef11` 1 1828.78 67334 23761
## - e86a2190c1 1 1847.76 67353 23766
##
## Step: AIC=23279.43
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 +
## `8c2e088a3d` + `2d7fe4693a` + `174825d438` + `8f5f7c556a` +
## ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `435dec85e2` + d4d6566f9c + `04e7268385` + `8311343404` +
## e7ee22effb + `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + fbf66c8021 + fdf8628ca7 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `072b7e8f27` +
## `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `4fc17427c8` + b9a487ac3c +
## ee2ac696ff + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `779d13189e` 1 0.23 65506 23278
## - `0e2ab0831c` 1 0.30 65506 23278
## - `99d44111c9` 1 0.37 65506 23278
## - c58f611921 1 0.37 65506 23278
## - `7cb7913148_7` 1 0.51 65506 23278
## - `7cb7913148_5` 1 0.61 65506 23278
## - ee2ac696ff 1 0.76 65506 23278
## - `4fc17427c8` 1 0.79 65506 23278
## - `0342faceb5` 1 0.90 65507 23278
## - `072b7e8f27` 1 1.05 65507 23278
## - ba54a2a637 1 1.12 65507 23278
## - `173b6590ae` 1 1.17 65507 23278
## - fdf8628ca7 1 1.20 65507 23278
## - `384bec5dd1_1` 1 1.21 65507 23278
## - `9b6e0b36c2` 1 1.24 65507 23278
## - `3df2300fa2` 1 1.26 65507 23278
## - `2e874bc151` 1 1.33 65507 23278
## - `8de0382f02` 1 1.42 65507 23278
## - `7cb7913148_6` 1 1.42 65507 23278
## - b4112a94a6 1 1.43 65507 23278
## - `12eda2d982` 1 1.47 65507 23278
## - `7841b6a5b1` 1 1.93 65508 23278
## - `0b846350ef` 1 1.97 65508 23278
## - d4d6566f9c 1 2.12 65508 23278
## - `435dec85e2` 1 2.12 65508 23278
## - e5efa4d39a 1 2.13 65508 23278
## - dcfcbc2ea1 1 2.30 65508 23278
## - `29bbd86997` 1 2.31 65508 23278
## - `20f1afc5c7` 1 2.52 65508 23278
## - `7925993f42` 1 2.58 65508 23278
## - `7cb7913148_1` 1 2.64 65508 23278
## - fbf66c8021 1 2.72 65508 23278
## - `2bc6ab42f7` 1 3.95 65510 23278
## - `25bbf0e7e7` 1 4.35 65510 23279
## - aa69c802b6 1 5.01 65511 23279
## - b9a487ac3c 1 5.53 65511 23279
## - e7ee22effb 1 5.92 65512 23279
## - `63bcf89b1d` 1 6.22 65512 23279
## - ac826f0013 1 6.41 65512 23279
## - `8311343404` 1 6.73 65512 23279
## - `298ed82b22` 1 7.21 65513 23279
## - `7743f273c2` 1 7.25 65513 23279
## <none> 65506 23279
## - e0a0772df0 1 7.92 65514 23280
## - `8a21502326` 1 8.99 65515 23280
## - `2a457d15d9` 1 9.35 65515 23280
## - `789b5244a9` 1 9.79 65515 23280
## - ed7e658a27 1 9.80 65515 23280
## - f66b98dd69 1 10.89 65517 23280
## - `56371466d7` 1 11.22 65517 23280
## - `2719b72c0d` 1 11.29 65517 23280
## - `98475257f7` 1 11.59 65517 23280
## - `1f222e3669` 1 12.05 65518 23281
## - `49756d8e0f` 1 12.15 65518 23281
## - `1fa099bb01` 1 12.28 65518 23281
## - `7cb7913148_2` 1 12.30 65518 23281
## - `7cb7913148_4` 1 12.41 65518 23281
## - ae08d2297e 1 12.71 65518 23281
## - c1b8ce2354 1 12.97 65519 23281
## - `3eb53ae932` 1 12.97 65519 23281
## + `7cb7913148_3` 1 0.21 65505 23281
## + d035af6ffa 1 0.13 65506 23281
## + `6516422788` 1 0.13 65506 23281
## + `96c30c7eef` 1 0.11 65506 23281
## + b709f75447 1 0.08 65506 23281
## + fe8cdd80ba 1 0.06 65506 23281
## + `55cf3f7627` 1 0.05 65506 23281
## + `7734c0c22f` 1 0.04 65506 23281
## + `4468394575` 1 0.03 65506 23281
## + a24802caa5 1 0.02 65506 23281
## + `77b3b41efa` 1 0.02 65506 23281
## + `3e200bf766` 1 0.00 65506 23281
## + `96e6f0be58` 1 0.00 65506 23281
## - `04e7268385` 1 15.82 65521 23282
## - `55907cc1de` 1 17.04 65523 23282
## - abca7a848f 1 18.50 65524 23282
## - bdf934caa7 1 27.86 65534 23285
## - ffd1cdcfc1 1 31.24 65537 23286
## - `136c1727c3` 1 32.82 65538 23286
## - `60ec1426ce` 1 33.70 65539 23286
## - `65aed7dc1f` 1 39.43 65545 23288
## - fe0318e273 1 40.03 65546 23288
## - `016399044a` 1 54.25 65560 23292
## - f0a0febd35 1 54.29 65560 23292
## - `1f3058af83` 1 76.15 65582 23298
## - c0c3df65b1 1 109.71 65615 23307
## - `87b982928b` 1 110.47 65616 23307
## - a14fd026ce 1 111.86 65618 23307
## - `087235d61e` 1 136.73 65642 23314
## - `5f360995ef` 1 227.22 65733 23338
## - f013b60e50 1 232.06 65738 23339
## - `7fe6cb4c98` 1 285.50 65791 23354
## - `174825d438` 1 342.24 65848 23368
## - ea0f4a32e3 1 373.32 65879 23377
## - `8f5f7c556a` 1 402.01 65908 23384
## - `2d7fe4693a` 1 499.31 66005 23410
## - `8c2e088a3d` 1 521.59 66027 23416
## - d2c775fa99 1 717.17 66223 23468
## - `5b862c0a8f` 1 1130.61 66636 23577
## - beb6e17af1 1 1141.68 66647 23580
## - `06888ceac9_1` 1 1285.30 66791 23617
## - `9a575e82a4_1` 1 1335.57 66841 23630
## - `6db53d265a` 1 1484.99 66991 23669
## - aee1e4fc85 1 1536.45 67042 23683
## - `253eb5ef11` 1 1829.22 67335 23759
## - e86a2190c1 1 1849.68 67355 23764
##
## Step: AIC=23277.49
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 +
## `8c2e088a3d` + `2d7fe4693a` + `174825d438` + `8f5f7c556a` +
## ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `435dec85e2` + d4d6566f9c + `04e7268385` + `8311343404` +
## e7ee22effb + `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + fbf66c8021 + fdf8628ca7 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `072b7e8f27` +
## `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `0342faceb5` + ac826f0013 +
## ba54a2a637 + `7925993f42` + `4fc17427c8` + b9a487ac3c + ee2ac696ff +
## `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `0e2ab0831c` 1 0.30 65506 23276
## - `99d44111c9` 1 0.37 65506 23276
## - c58f611921 1 0.37 65506 23276
## - `7cb7913148_7` 1 0.51 65506 23276
## - `7cb7913148_5` 1 0.61 65507 23276
## - ee2ac696ff 1 0.76 65507 23276
## - `4fc17427c8` 1 0.79 65507 23276
## - `0342faceb5` 1 0.90 65507 23276
## - `072b7e8f27` 1 1.05 65507 23276
## - ba54a2a637 1 1.12 65507 23276
## - `173b6590ae` 1 1.17 65507 23276
## - fdf8628ca7 1 1.20 65507 23276
## - `384bec5dd1_1` 1 1.21 65507 23276
## - `9b6e0b36c2` 1 1.24 65507 23276
## - `3df2300fa2` 1 1.26 65507 23276
## - `2e874bc151` 1 1.33 65507 23276
## - `8de0382f02` 1 1.42 65507 23276
## - `7cb7913148_6` 1 1.42 65507 23276
## - b4112a94a6 1 1.43 65507 23276
## - `12eda2d982` 1 1.47 65507 23276
## - `7841b6a5b1` 1 1.94 65508 23276
## - `0b846350ef` 1 1.97 65508 23276
## - d4d6566f9c 1 2.12 65508 23276
## - `435dec85e2` 1 2.12 65508 23276
## - e5efa4d39a 1 2.13 65508 23276
## - dcfcbc2ea1 1 2.30 65508 23276
## - `29bbd86997` 1 2.30 65508 23276
## - `20f1afc5c7` 1 2.52 65508 23276
## - `7925993f42` 1 2.58 65508 23276
## - `7cb7913148_1` 1 2.64 65509 23276
## - fbf66c8021 1 2.71 65509 23276
## - `2bc6ab42f7` 1 3.96 65510 23276
## - `25bbf0e7e7` 1 4.35 65510 23277
## - aa69c802b6 1 5.02 65511 23277
## - b9a487ac3c 1 5.53 65511 23277
## - e7ee22effb 1 5.91 65512 23277
## - `63bcf89b1d` 1 6.21 65512 23277
## - ac826f0013 1 6.42 65512 23277
## - `8311343404` 1 6.72 65513 23277
## - `298ed82b22` 1 7.22 65513 23277
## - `7743f273c2` 1 7.26 65513 23277
## <none> 65506 23278
## - e0a0772df0 1 7.93 65514 23278
## - `8a21502326` 1 9.00 65515 23278
## - `2a457d15d9` 1 9.32 65515 23278
## - `789b5244a9` 1 9.79 65516 23278
## - ed7e658a27 1 9.81 65516 23278
## - f66b98dd69 1 10.88 65517 23278
## - `56371466d7` 1 11.21 65517 23278
## - `2719b72c0d` 1 11.29 65517 23278
## - `98475257f7` 1 11.59 65517 23279
## - `1f222e3669` 1 12.12 65518 23279
## - `49756d8e0f` 1 12.21 65518 23279
## - `1fa099bb01` 1 12.27 65518 23279
## - `7cb7913148_2` 1 12.34 65518 23279
## - `7cb7913148_4` 1 12.42 65518 23279
## - ae08d2297e 1 12.71 65519 23279
## - c1b8ce2354 1 12.97 65519 23279
## - `3eb53ae932` 1 12.97 65519 23279
## + `779d13189e` 1 0.23 65506 23279
## + `7cb7913148_3` 1 0.21 65506 23279
## + d035af6ffa 1 0.13 65506 23280
## + `6516422788` 1 0.13 65506 23280
## + `96c30c7eef` 1 0.11 65506 23280
## + b709f75447 1 0.08 65506 23280
## + fe8cdd80ba 1 0.06 65506 23280
## + `55cf3f7627` 1 0.05 65506 23280
## + `7734c0c22f` 1 0.04 65506 23280
## + `4468394575` 1 0.04 65506 23280
## + a24802caa5 1 0.02 65506 23280
## + `77b3b41efa` 1 0.02 65506 23280
## + `3e200bf766` 1 0.00 65506 23280
## + `96e6f0be58` 1 0.00 65506 23280
## - `04e7268385` 1 15.84 65522 23280
## - `55907cc1de` 1 17.04 65523 23280
## - abca7a848f 1 18.51 65524 23280
## - bdf934caa7 1 27.84 65534 23283
## - ffd1cdcfc1 1 31.14 65537 23284
## - `136c1727c3` 1 32.80 65539 23284
## - `60ec1426ce` 1 33.71 65540 23284
## - `65aed7dc1f` 1 39.46 65545 23286
## - fe0318e273 1 40.04 65546 23286
## - f0a0febd35 1 54.32 65560 23290
## - `016399044a` 1 54.37 65560 23290
## - `1f3058af83` 1 76.06 65582 23296
## - c0c3df65b1 1 109.74 65616 23305
## - `87b982928b` 1 110.59 65616 23305
## - a14fd026ce 1 111.92 65618 23305
## - `087235d61e` 1 136.65 65643 23312
## - `5f360995ef` 1 227.27 65733 23336
## - f013b60e50 1 231.98 65738 23337
## - `7fe6cb4c98` 1 285.60 65791 23352
## - `174825d438` 1 342.13 65848 23367
## - ea0f4a32e3 1 373.23 65879 23375
## - `8f5f7c556a` 1 401.96 65908 23382
## - `2d7fe4693a` 1 499.31 66005 23408
## - `8c2e088a3d` 1 522.29 66028 23414
## - d2c775fa99 1 717.12 66223 23466
## - `5b862c0a8f` 1 1130.96 66637 23575
## - beb6e17af1 1 1141.47 66647 23578
## - `06888ceac9_1` 1 1285.92 66792 23615
## - `9a575e82a4_1` 1 1335.63 66842 23628
## - `6db53d265a` 1 1484.77 66991 23667
## - aee1e4fc85 1 1536.97 67043 23681
## - `253eb5ef11` 1 1829.53 67335 23757
## - e86a2190c1 1 1849.57 67355 23762
##
## Step: AIC=23275.57
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 +
## `8c2e088a3d` + `2d7fe4693a` + `174825d438` + `8f5f7c556a` +
## ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `435dec85e2` + d4d6566f9c + `04e7268385` + `8311343404` +
## e7ee22effb + `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + fbf66c8021 + fdf8628ca7 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `072b7e8f27` +
## `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `0342faceb5` + ac826f0013 +
## ba54a2a637 + `7925993f42` + `4fc17427c8` + b9a487ac3c + ee2ac696ff +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `99d44111c9` 1 0.37 65507 23274
## - c58f611921 1 0.37 65507 23274
## - `7cb7913148_7` 1 0.51 65507 23274
## - `7cb7913148_5` 1 0.61 65507 23274
## - ee2ac696ff 1 0.76 65507 23274
## - `4fc17427c8` 1 0.79 65507 23274
## - `0342faceb5` 1 0.90 65507 23274
## - `072b7e8f27` 1 1.05 65507 23274
## - ba54a2a637 1 1.11 65507 23274
## - `173b6590ae` 1 1.17 65507 23274
## - fdf8628ca7 1 1.19 65507 23274
## - `384bec5dd1_1` 1 1.19 65507 23274
## - `9b6e0b36c2` 1 1.24 65507 23274
## - `3df2300fa2` 1 1.26 65507 23274
## - `2e874bc151` 1 1.33 65508 23274
## - `8de0382f02` 1 1.42 65508 23274
## - `7cb7913148_6` 1 1.42 65508 23274
## - b4112a94a6 1 1.43 65508 23274
## - `12eda2d982` 1 1.48 65508 23274
## - `7841b6a5b1` 1 1.95 65508 23274
## - `0b846350ef` 1 1.97 65508 23274
## - d4d6566f9c 1 2.12 65508 23274
## - `435dec85e2` 1 2.12 65508 23274
## - e5efa4d39a 1 2.13 65508 23274
## - dcfcbc2ea1 1 2.29 65508 23274
## - `29bbd86997` 1 2.30 65508 23274
## - `20f1afc5c7` 1 2.51 65509 23274
## - `7925993f42` 1 2.57 65509 23274
## - `7cb7913148_1` 1 2.65 65509 23274
## - fbf66c8021 1 2.71 65509 23274
## - `2bc6ab42f7` 1 3.96 65510 23275
## - `25bbf0e7e7` 1 4.35 65511 23275
## - aa69c802b6 1 5.02 65511 23275
## - b9a487ac3c 1 5.53 65512 23275
## - e7ee22effb 1 5.92 65512 23275
## - `63bcf89b1d` 1 6.19 65512 23275
## - ac826f0013 1 6.44 65513 23275
## - `8311343404` 1 6.77 65513 23275
## - `298ed82b22` 1 7.17 65513 23276
## - `7743f273c2` 1 7.33 65514 23276
## <none> 65506 23276
## - e0a0772df0 1 7.96 65514 23276
## - `8a21502326` 1 8.97 65515 23276
## - `2a457d15d9` 1 9.32 65516 23276
## - `789b5244a9` 1 9.76 65516 23276
## - ed7e658a27 1 9.77 65516 23276
## - f66b98dd69 1 10.86 65517 23276
## - `56371466d7` 1 11.19 65517 23277
## - `2719b72c0d` 1 11.27 65517 23277
## - `98475257f7` 1 11.60 65518 23277
## - `1f222e3669` 1 12.15 65518 23277
## - `49756d8e0f` 1 12.18 65518 23277
## - `1fa099bb01` 1 12.27 65518 23277
## - `7cb7913148_4` 1 12.34 65519 23277
## - `7cb7913148_2` 1 12.36 65519 23277
## - ae08d2297e 1 12.72 65519 23277
## - c1b8ce2354 1 12.97 65519 23277
## - `3eb53ae932` 1 12.97 65519 23277
## + `0e2ab0831c` 1 0.30 65506 23278
## + `779d13189e` 1 0.24 65506 23278
## + `7cb7913148_3` 1 0.21 65506 23278
## + d035af6ffa 1 0.13 65506 23278
## + `6516422788` 1 0.13 65506 23278
## + `96c30c7eef` 1 0.10 65506 23278
## + b709f75447 1 0.08 65506 23278
## + fe8cdd80ba 1 0.06 65506 23278
## + `55cf3f7627` 1 0.05 65506 23278
## + `7734c0c22f` 1 0.04 65506 23278
## + `4468394575` 1 0.03 65506 23278
## + a24802caa5 1 0.02 65506 23278
## + `77b3b41efa` 1 0.02 65506 23278
## + `3e200bf766` 1 0.00 65506 23278
## + `96e6f0be58` 1 0.00 65506 23278
## - `04e7268385` 1 15.81 65522 23278
## - `55907cc1de` 1 17.05 65523 23278
## - abca7a848f 1 18.54 65525 23278
## - bdf934caa7 1 27.83 65534 23281
## - ffd1cdcfc1 1 31.15 65537 23282
## - `136c1727c3` 1 32.79 65539 23282
## - `60ec1426ce` 1 33.84 65540 23283
## - `65aed7dc1f` 1 39.48 65546 23284
## - fe0318e273 1 40.02 65546 23284
## - f0a0febd35 1 54.36 65561 23288
## - `016399044a` 1 54.38 65561 23288
## - `1f3058af83` 1 76.09 65582 23294
## - c0c3df65b1 1 109.97 65616 23303
## - `87b982928b` 1 110.55 65617 23303
## - a14fd026ce 1 111.84 65618 23303
## - `087235d61e` 1 136.57 65643 23310
## - `5f360995ef` 1 227.05 65733 23334
## - f013b60e50 1 232.13 65738 23335
## - `7fe6cb4c98` 1 285.57 65792 23350
## - `174825d438` 1 341.99 65848 23365
## - ea0f4a32e3 1 373.47 65880 23373
## - `8f5f7c556a` 1 401.95 65908 23380
## - `2d7fe4693a` 1 499.06 66005 23406
## - `8c2e088a3d` 1 522.38 66029 23412
## - d2c775fa99 1 716.98 66223 23464
## - `5b862c0a8f` 1 1130.93 66637 23573
## - beb6e17af1 1 1142.36 66649 23576
## - `06888ceac9_1` 1 1286.54 66793 23614
## - `9a575e82a4_1` 1 1335.49 66842 23626
## - `6db53d265a` 1 1484.66 66991 23665
## - aee1e4fc85 1 1536.75 67043 23679
## - `253eb5ef11` 1 1829.36 67336 23755
## - e86a2190c1 1 1849.29 67355 23760
##
## Step: AIC=23273.67
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 +
## `8c2e088a3d` + `2d7fe4693a` + `174825d438` + `8f5f7c556a` +
## ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `435dec85e2` + d4d6566f9c + `04e7268385` + `8311343404` +
## e7ee22effb + `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + fbf66c8021 + fdf8628ca7 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `072b7e8f27` +
## `12eda2d982` + c58f611921 + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` +
## `4fc17427c8` + b9a487ac3c + ee2ac696ff + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_7` 1 0.50 65507 23272
## - `7cb7913148_5` 1 0.61 65507 23272
## - ee2ac696ff 1 0.77 65507 23272
## - `4fc17427c8` 1 0.79 65507 23272
## - `0342faceb5` 1 0.89 65507 23272
## - `072b7e8f27` 1 1.06 65508 23272
## - ba54a2a637 1 1.12 65508 23272
## - `173b6590ae` 1 1.15 65508 23272
## - fdf8628ca7 1 1.19 65508 23272
## - `384bec5dd1_1` 1 1.22 65508 23272
## - `9b6e0b36c2` 1 1.25 65508 23272
## - `3df2300fa2` 1 1.27 65508 23272
## - `2e874bc151` 1 1.34 65508 23272
## - `8de0382f02` 1 1.41 65508 23272
## - b4112a94a6 1 1.42 65508 23272
## - `7cb7913148_6` 1 1.43 65508 23272
## - `12eda2d982` 1 1.49 65508 23272
## - `7841b6a5b1` 1 1.96 65509 23272
## - `0b846350ef` 1 1.97 65509 23272
## - d4d6566f9c 1 2.13 65509 23272
## - `435dec85e2` 1 2.13 65509 23272
## - e5efa4d39a 1 2.13 65509 23272
## - `29bbd86997` 1 2.30 65509 23272
## - dcfcbc2ea1 1 2.32 65509 23272
## - `20f1afc5c7` 1 2.54 65509 23272
## - `7925993f42` 1 2.56 65509 23272
## - `7cb7913148_1` 1 2.63 65509 23272
## - fbf66c8021 1 2.71 65509 23272
## - `2bc6ab42f7` 1 3.97 65511 23273
## - `25bbf0e7e7` 1 4.35 65511 23273
## - aa69c802b6 1 5.01 65512 23273
## - b9a487ac3c 1 5.52 65512 23273
## - e7ee22effb 1 5.89 65512 23273
## - `63bcf89b1d` 1 6.18 65513 23273
## - ac826f0013 1 6.42 65513 23273
## - `8311343404` 1 6.79 65513 23274
## - `298ed82b22` 1 7.17 65514 23274
## - c58f611921 1 7.26 65514 23274
## - `7743f273c2` 1 7.30 65514 23274
## <none> 65507 23274
## - e0a0772df0 1 7.99 65515 23274
## - `8a21502326` 1 8.92 65515 23274
## - `2a457d15d9` 1 9.33 65516 23274
## - `789b5244a9` 1 9.71 65516 23274
## - ed7e658a27 1 9.72 65516 23274
## - f66b98dd69 1 10.84 65517 23275
## - `56371466d7` 1 11.23 65518 23275
## - `2719b72c0d` 1 11.24 65518 23275
## - `98475257f7` 1 11.58 65518 23275
## - `49756d8e0f` 1 12.10 65519 23275
## - `1f222e3669` 1 12.14 65519 23275
## - `1fa099bb01` 1 12.23 65519 23275
## - `7cb7913148_2` 1 12.31 65519 23275
## - `7cb7913148_4` 1 12.33 65519 23275
## - ae08d2297e 1 12.70 65519 23275
## - c1b8ce2354 1 13.00 65520 23275
## - `3eb53ae932` 1 13.00 65520 23275
## + `99d44111c9` 1 0.37 65506 23276
## + `0e2ab0831c` 1 0.30 65506 23276
## + `779d13189e` 1 0.23 65506 23276
## + `7cb7913148_3` 1 0.21 65506 23276
## + d035af6ffa 1 0.13 65506 23276
## + `6516422788` 1 0.12 65506 23276
## + `96c30c7eef` 1 0.10 65506 23276
## + b709f75447 1 0.08 65506 23276
## + `55cf3f7627` 1 0.05 65507 23276
## + fe8cdd80ba 1 0.05 65507 23276
## + `7734c0c22f` 1 0.04 65507 23276
## + `4468394575` 1 0.04 65507 23276
## + a24802caa5 1 0.02 65507 23276
## + `77b3b41efa` 1 0.02 65507 23276
## + `3e200bf766` 1 0.00 65507 23276
## + `96e6f0be58` 1 0.00 65507 23276
## - `04e7268385` 1 15.80 65522 23276
## - `55907cc1de` 1 17.04 65524 23276
## - abca7a848f 1 18.57 65525 23277
## - bdf934caa7 1 27.91 65534 23279
## - ffd1cdcfc1 1 31.06 65538 23280
## - `136c1727c3` 1 32.84 65539 23280
## - `60ec1426ce` 1 33.86 65540 23281
## - `65aed7dc1f` 1 39.46 65546 23282
## - fe0318e273 1 40.06 65547 23282
## - `016399044a` 1 54.34 65561 23286
## - f0a0febd35 1 54.35 65561 23286
## - `1f3058af83` 1 76.09 65583 23292
## - c0c3df65b1 1 110.25 65617 23301
## - `87b982928b` 1 110.50 65617 23301
## - a14fd026ce 1 111.84 65618 23302
## - `087235d61e` 1 136.65 65643 23308
## - `5f360995ef` 1 226.92 65733 23332
## - f013b60e50 1 232.31 65739 23334
## - `7fe6cb4c98` 1 285.54 65792 23348
## - `174825d438` 1 341.93 65848 23363
## - ea0f4a32e3 1 373.55 65880 23371
## - `8f5f7c556a` 1 401.97 65909 23379
## - `2d7fe4693a` 1 499.10 66006 23404
## - `8c2e088a3d` 1 522.84 66029 23411
## - d2c775fa99 1 717.07 66224 23462
## - `5b862c0a8f` 1 1130.73 66637 23571
## - beb6e17af1 1 1142.08 66649 23574
## - `06888ceac9_1` 1 1286.41 66793 23612
## - `9a575e82a4_1` 1 1335.32 66842 23624
## - `6db53d265a` 1 1485.80 66992 23664
## - aee1e4fc85 1 1536.77 67043 23677
## - `253eb5ef11` 1 1829.10 67336 23753
## - e86a2190c1 1 1849.51 67356 23758
##
## Step: AIC=23271.8
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `435dec85e2` + d4d6566f9c + `04e7268385` + `8311343404` +
## e7ee22effb + `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + fbf66c8021 + fdf8628ca7 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `072b7e8f27` +
## `12eda2d982` + c58f611921 + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` +
## `4fc17427c8` + b9a487ac3c + ee2ac696ff + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_5` 1 0.61 65508 23270
## - ee2ac696ff 1 0.77 65508 23270
## - `4fc17427c8` 1 0.79 65508 23270
## - `0342faceb5` 1 0.91 65508 23270
## - `072b7e8f27` 1 1.05 65508 23270
## - ba54a2a637 1 1.12 65508 23270
## - `173b6590ae` 1 1.15 65508 23270
## - fdf8628ca7 1 1.19 65508 23270
## - `384bec5dd1_1` 1 1.19 65508 23270
## - `9b6e0b36c2` 1 1.25 65508 23270
## - `3df2300fa2` 1 1.26 65508 23270
## - `2e874bc151` 1 1.33 65508 23270
## - `8de0382f02` 1 1.40 65508 23270
## - b4112a94a6 1 1.41 65508 23270
## - `7cb7913148_6` 1 1.43 65508 23270
## - `12eda2d982` 1 1.51 65509 23270
## - `0b846350ef` 1 1.97 65509 23270
## - `7841b6a5b1` 1 1.97 65509 23270
## - d4d6566f9c 1 2.12 65509 23270
## - `435dec85e2` 1 2.12 65509 23270
## - e5efa4d39a 1 2.13 65509 23270
## - `29bbd86997` 1 2.30 65509 23270
## - dcfcbc2ea1 1 2.31 65509 23270
## - `20f1afc5c7` 1 2.54 65510 23270
## - `7925993f42` 1 2.58 65510 23270
## - `7cb7913148_1` 1 2.66 65510 23270
## - fbf66c8021 1 2.73 65510 23270
## - `2bc6ab42f7` 1 3.96 65511 23271
## - `25bbf0e7e7` 1 4.37 65511 23271
## - aa69c802b6 1 5.01 65512 23271
## - b9a487ac3c 1 5.51 65513 23271
## - e7ee22effb 1 5.91 65513 23271
## - `63bcf89b1d` 1 6.18 65513 23271
## - ac826f0013 1 6.39 65513 23272
## - `8311343404` 1 6.79 65514 23272
## - `298ed82b22` 1 7.23 65514 23272
## - c58f611921 1 7.26 65514 23272
## - `7743f273c2` 1 7.31 65514 23272
## <none> 65507 23272
## - e0a0772df0 1 7.99 65515 23272
## - `8a21502326` 1 8.91 65516 23272
## - `2a457d15d9` 1 9.35 65516 23272
## - `789b5244a9` 1 9.70 65517 23272
## - ed7e658a27 1 9.71 65517 23272
## - f66b98dd69 1 10.79 65518 23273
## - `56371466d7` 1 11.20 65518 23273
## - `2719b72c0d` 1 11.20 65518 23273
## - `98475257f7` 1 11.56 65519 23273
## - `49756d8e0f` 1 12.13 65519 23273
## - `1f222e3669` 1 12.17 65519 23273
## - `1fa099bb01` 1 12.19 65519 23273
## - `7cb7913148_4` 1 12.35 65519 23273
## - `7cb7913148_2` 1 12.36 65519 23273
## - ae08d2297e 1 12.78 65520 23273
## - c1b8ce2354 1 13.01 65520 23273
## - `3eb53ae932` 1 13.01 65520 23273
## + `7cb7913148_7` 1 0.50 65507 23274
## + `99d44111c9` 1 0.36 65507 23274
## + `0e2ab0831c` 1 0.30 65507 23274
## + `779d13189e` 1 0.23 65507 23274
## + `7cb7913148_3` 1 0.21 65507 23274
## + `6516422788` 1 0.13 65507 23274
## + d035af6ffa 1 0.13 65507 23274
## + `96c30c7eef` 1 0.11 65507 23274
## + b709f75447 1 0.08 65507 23274
## + `55cf3f7627` 1 0.06 65507 23274
## + fe8cdd80ba 1 0.05 65507 23274
## + `7734c0c22f` 1 0.04 65507 23274
## + `4468394575` 1 0.03 65507 23274
## + a24802caa5 1 0.02 65507 23274
## + `77b3b41efa` 1 0.02 65507 23274
## + `3e200bf766` 1 0.00 65507 23274
## + `96e6f0be58` 1 0.00 65507 23274
## - `04e7268385` 1 15.77 65523 23274
## - `55907cc1de` 1 17.08 65524 23274
## - abca7a848f 1 18.64 65526 23275
## - bdf934caa7 1 27.93 65535 23277
## - ffd1cdcfc1 1 31.06 65538 23278
## - `136c1727c3` 1 32.88 65540 23279
## - `60ec1426ce` 1 33.84 65541 23279
## - `65aed7dc1f` 1 39.56 65547 23280
## - fe0318e273 1 39.82 65547 23280
## - `016399044a` 1 54.28 65561 23284
## - f0a0febd35 1 54.35 65561 23284
## - `1f3058af83` 1 76.35 65583 23290
## - c0c3df65b1 1 110.19 65617 23299
## - `87b982928b` 1 110.35 65617 23299
## - a14fd026ce 1 112.00 65619 23300
## - `087235d61e` 1 136.69 65644 23306
## - `5f360995ef` 1 226.86 65734 23330
## - f013b60e50 1 232.46 65740 23332
## - `7fe6cb4c98` 1 285.65 65793 23346
## - `174825d438` 1 342.05 65849 23361
## - ea0f4a32e3 1 373.53 65881 23369
## - `8f5f7c556a` 1 401.95 65909 23377
## - `2d7fe4693a` 1 498.81 66006 23402
## - `8c2e088a3d` 1 522.83 66030 23409
## - d2c775fa99 1 716.75 66224 23460
## - `5b862c0a8f` 1 1130.66 66638 23569
## - beb6e17af1 1 1143.02 66650 23572
## - `06888ceac9_1` 1 1286.70 66794 23610
## - `9a575e82a4_1` 1 1335.48 66843 23623
## - `6db53d265a` 1 1485.89 66993 23662
## - aee1e4fc85 1 1537.58 67045 23675
## - `253eb5ef11` 1 1829.07 67336 23751
## - e86a2190c1 1 1849.79 67357 23757
##
## Step: AIC=23269.96
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_4` + `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + `6db53d265a` + `5b862c0a8f` + beb6e17af1 +
## e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` + `435dec85e2` +
## d4d6566f9c + `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + fdf8628ca7 + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `072b7e8f27` + `12eda2d982` + c58f611921 +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `4fc17427c8` + b9a487ac3c +
## ee2ac696ff + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - ee2ac696ff 1 0.77 65508 23268
## - `4fc17427c8` 1 0.79 65508 23268
## - `0342faceb5` 1 0.91 65509 23268
## - `072b7e8f27` 1 1.05 65509 23268
## - ba54a2a637 1 1.12 65509 23268
## - `173b6590ae` 1 1.15 65509 23268
## - `384bec5dd1_1` 1 1.19 65509 23268
## - fdf8628ca7 1 1.20 65509 23268
## - `9b6e0b36c2` 1 1.24 65509 23268
## - `3df2300fa2` 1 1.27 65509 23268
## - `2e874bc151` 1 1.33 65509 23268
## - `8de0382f02` 1 1.41 65509 23268
## - b4112a94a6 1 1.42 65509 23268
## - `7cb7913148_6` 1 1.44 65509 23268
## - `12eda2d982` 1 1.55 65509 23268
## - `7841b6a5b1` 1 1.96 65510 23268
## - `0b846350ef` 1 1.97 65510 23268
## - d4d6566f9c 1 2.12 65510 23268
## - `435dec85e2` 1 2.12 65510 23268
## - e5efa4d39a 1 2.13 65510 23268
## - `29bbd86997` 1 2.30 65510 23269
## - dcfcbc2ea1 1 2.33 65510 23269
## - `20f1afc5c7` 1 2.53 65510 23269
## - `7925993f42` 1 2.56 65510 23269
## - fbf66c8021 1 2.70 65510 23269
## - `7cb7913148_1` 1 2.85 65511 23269
## - `2bc6ab42f7` 1 3.96 65512 23269
## - `25bbf0e7e7` 1 4.39 65512 23269
## - aa69c802b6 1 5.18 65513 23269
## - b9a487ac3c 1 5.51 65513 23269
## - e7ee22effb 1 5.95 65514 23270
## - `63bcf89b1d` 1 6.18 65514 23270
## - ac826f0013 1 6.36 65514 23270
## - `8311343404` 1 6.86 65515 23270
## - c58f611921 1 7.26 65515 23270
## - `298ed82b22` 1 7.26 65515 23270
## - `7743f273c2` 1 7.30 65515 23270
## <none> 65508 23270
## - e0a0772df0 1 7.99 65516 23270
## - `8a21502326` 1 8.89 65517 23270
## - `2a457d15d9` 1 9.34 65517 23270
## - `789b5244a9` 1 9.67 65517 23270
## - ed7e658a27 1 9.69 65517 23270
## - f66b98dd69 1 10.73 65518 23271
## - `2719b72c0d` 1 11.14 65519 23271
## - `56371466d7` 1 11.23 65519 23271
## - `98475257f7` 1 11.50 65519 23271
## - `49756d8e0f` 1 12.16 65520 23271
## - `1fa099bb01` 1 12.17 65520 23271
## - `1f222e3669` 1 12.21 65520 23271
## - `7cb7913148_4` 1 12.47 65520 23271
## - `7cb7913148_2` 1 12.73 65520 23271
## - ae08d2297e 1 12.90 65521 23271
## - c1b8ce2354 1 13.05 65521 23271
## - `3eb53ae932` 1 13.05 65521 23271
## + `7cb7913148_5` 1 0.61 65507 23272
## + `7cb7913148_7` 1 0.49 65507 23272
## + `99d44111c9` 1 0.35 65507 23272
## + `0e2ab0831c` 1 0.30 65507 23272
## + `779d13189e` 1 0.23 65507 23272
## + `7cb7913148_3` 1 0.18 65507 23272
## + d035af6ffa 1 0.13 65508 23272
## + `6516422788` 1 0.13 65508 23272
## + `96c30c7eef` 1 0.11 65508 23272
## + b709f75447 1 0.08 65508 23272
## + `55cf3f7627` 1 0.06 65508 23272
## + fe8cdd80ba 1 0.05 65508 23272
## + `7734c0c22f` 1 0.04 65508 23272
## + `4468394575` 1 0.03 65508 23272
## + a24802caa5 1 0.02 65508 23272
## + `77b3b41efa` 1 0.02 65508 23272
## + `3e200bf766` 1 0.00 65508 23272
## + `96e6f0be58` 1 0.00 65508 23272
## - `04e7268385` 1 15.78 65523 23272
## - `55907cc1de` 1 17.10 65525 23272
## - abca7a848f 1 18.61 65526 23273
## - bdf934caa7 1 28.00 65536 23275
## - ffd1cdcfc1 1 31.04 65539 23276
## - `136c1727c3` 1 32.99 65541 23277
## - `60ec1426ce` 1 33.76 65541 23277
## - `65aed7dc1f` 1 39.50 65547 23278
## - fe0318e273 1 39.88 65548 23279
## - `016399044a` 1 54.22 65562 23282
## - f0a0febd35 1 54.38 65562 23282
## - `1f3058af83` 1 76.42 65584 23288
## - c0c3df65b1 1 110.06 65618 23297
## - `87b982928b` 1 110.41 65618 23297
## - a14fd026ce 1 111.99 65620 23298
## - `087235d61e` 1 136.58 65644 23304
## - `5f360995ef` 1 226.98 65735 23328
## - f013b60e50 1 232.80 65740 23330
## - `7fe6cb4c98` 1 285.49 65793 23344
## - `174825d438` 1 342.62 65850 23359
## - ea0f4a32e3 1 373.48 65881 23367
## - `8f5f7c556a` 1 401.80 65909 23375
## - `2d7fe4693a` 1 498.89 66007 23401
## - `8c2e088a3d` 1 523.16 66031 23407
## - d2c775fa99 1 716.72 66224 23458
## - `5b862c0a8f` 1 1130.62 66638 23567
## - beb6e17af1 1 1142.75 66650 23570
## - `06888ceac9_1` 1 1287.32 66795 23608
## - `9a575e82a4_1` 1 1335.76 66843 23621
## - `6db53d265a` 1 1485.73 66993 23660
## - aee1e4fc85 1 1537.06 67045 23673
## - `253eb5ef11` 1 1829.32 67337 23750
## - e86a2190c1 1 1849.92 67358 23755
##
## Step: AIC=23268.17
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_4` + `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + `6db53d265a` + `5b862c0a8f` + beb6e17af1 +
## e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` + `435dec85e2` +
## d4d6566f9c + `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + fdf8628ca7 + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `072b7e8f27` + `12eda2d982` + c58f611921 +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `4fc17427c8` + b9a487ac3c +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `4fc17427c8` 1 0.80 65509 23266
## - `0342faceb5` 1 0.91 65509 23266
## - `072b7e8f27` 1 1.05 65509 23266
## - `173b6590ae` 1 1.14 65510 23266
## - fdf8628ca7 1 1.17 65510 23266
## - ba54a2a637 1 1.19 65510 23266
## - `384bec5dd1_1` 1 1.21 65510 23266
## - `3df2300fa2` 1 1.25 65510 23266
## - `9b6e0b36c2` 1 1.25 65510 23266
## - `2e874bc151` 1 1.32 65510 23266
## - `8de0382f02` 1 1.40 65510 23266
## - b4112a94a6 1 1.41 65510 23266
## - `7cb7913148_6` 1 1.43 65510 23266
## - `12eda2d982` 1 1.57 65510 23267
## - `7841b6a5b1` 1 1.93 65510 23267
## - `0b846350ef` 1 1.97 65510 23267
## - d4d6566f9c 1 2.11 65511 23267
## - `435dec85e2` 1 2.11 65511 23267
## - e5efa4d39a 1 2.13 65511 23267
## - `29bbd86997` 1 2.30 65511 23267
## - dcfcbc2ea1 1 2.35 65511 23267
## - `20f1afc5c7` 1 2.52 65511 23267
## - `7925993f42` 1 2.54 65511 23267
## - fbf66c8021 1 2.70 65511 23267
## - `7cb7913148_1` 1 2.83 65511 23267
## - `2bc6ab42f7` 1 3.93 65512 23267
## - `25bbf0e7e7` 1 4.36 65513 23267
## - aa69c802b6 1 5.20 65514 23268
## - b9a487ac3c 1 5.54 65514 23268
## - e7ee22effb 1 5.89 65514 23268
## - `63bcf89b1d` 1 6.21 65515 23268
## - ac826f0013 1 6.40 65515 23268
## - `8311343404` 1 6.82 65515 23268
## - c58f611921 1 7.27 65516 23268
## - `298ed82b22` 1 7.27 65516 23268
## - `7743f273c2` 1 7.30 65516 23268
## <none> 65508 23268
## - e0a0772df0 1 7.92 65516 23268
## - `8a21502326` 1 8.88 65517 23268
## - `2a457d15d9` 1 9.31 65518 23269
## - `789b5244a9` 1 9.67 65518 23269
## - ed7e658a27 1 9.68 65518 23269
## - f66b98dd69 1 10.70 65519 23269
## - `2719b72c0d` 1 11.10 65520 23269
## - `56371466d7` 1 11.28 65520 23269
## - `98475257f7` 1 11.58 65520 23269
## - `49756d8e0f` 1 12.12 65521 23269
## - `1f222e3669` 1 12.13 65521 23269
## - `1fa099bb01` 1 12.19 65521 23269
## - `7cb7913148_4` 1 12.52 65521 23270
## - `7cb7913148_2` 1 12.75 65521 23270
## - ae08d2297e 1 12.90 65521 23270
## - c1b8ce2354 1 13.11 65522 23270
## - `3eb53ae932` 1 13.11 65522 23270
## + ee2ac696ff 1 0.77 65508 23270
## + `7cb7913148_5` 1 0.61 65508 23270
## + `7cb7913148_7` 1 0.50 65508 23270
## + `99d44111c9` 1 0.35 65508 23270
## + `0e2ab0831c` 1 0.30 65508 23270
## + `779d13189e` 1 0.23 65508 23270
## + `7cb7913148_3` 1 0.18 65508 23270
## + d035af6ffa 1 0.13 65508 23270
## + `6516422788` 1 0.13 65508 23270
## + `96c30c7eef` 1 0.11 65508 23270
## + b709f75447 1 0.08 65508 23270
## + `55cf3f7627` 1 0.06 65508 23270
## + fe8cdd80ba 1 0.04 65508 23270
## + `7734c0c22f` 1 0.04 65508 23270
## + `4468394575` 1 0.03 65508 23270
## + a24802caa5 1 0.02 65508 23270
## + `77b3b41efa` 1 0.02 65508 23270
## + `3e200bf766` 1 0.00 65508 23270
## + `96e6f0be58` 1 0.00 65508 23270
## - `04e7268385` 1 15.72 65524 23270
## - `55907cc1de` 1 17.10 65526 23271
## - abca7a848f 1 18.53 65527 23271
## - bdf934caa7 1 27.94 65536 23274
## - ffd1cdcfc1 1 31.11 65540 23274
## - `136c1727c3` 1 32.93 65541 23275
## - `60ec1426ce` 1 33.86 65542 23275
## - `65aed7dc1f` 1 39.46 65548 23277
## - fe0318e273 1 40.00 65548 23277
## - f0a0febd35 1 54.30 65563 23281
## - `016399044a` 1 54.40 65563 23281
## - `1f3058af83` 1 76.74 65585 23287
## - c0c3df65b1 1 110.21 65619 23296
## - `87b982928b` 1 110.32 65619 23296
## - a14fd026ce 1 112.12 65621 23296
## - `087235d61e` 1 136.81 65645 23303
## - `5f360995ef` 1 227.16 65736 23327
## - f013b60e50 1 233.06 65741 23328
## - `7fe6cb4c98` 1 285.64 65794 23342
## - `174825d438` 1 342.55 65851 23357
## - ea0f4a32e3 1 373.47 65882 23366
## - `8f5f7c556a` 1 402.10 65911 23373
## - `2d7fe4693a` 1 498.64 66007 23399
## - `8c2e088a3d` 1 522.81 66031 23405
## - d2c775fa99 1 717.39 66226 23457
## - `5b862c0a8f` 1 1130.99 66639 23565
## - beb6e17af1 1 1142.18 66651 23568
## - `06888ceac9_1` 1 1287.85 66796 23606
## - `9a575e82a4_1` 1 1335.57 66844 23619
## - `6db53d265a` 1 1485.16 66994 23658
## - aee1e4fc85 1 1536.50 67045 23672
## - `253eb5ef11` 1 1828.64 67337 23748
## - e86a2190c1 1 1850.14 67359 23753
##
## Step: AIC=23266.38
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_4` + `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + `6db53d265a` + `5b862c0a8f` + beb6e17af1 +
## e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` + `435dec85e2` +
## d4d6566f9c + `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + fdf8628ca7 + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `072b7e8f27` + `12eda2d982` + c58f611921 +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + b9a487ac3c + aa69c802b6 +
## `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `0342faceb5` 1 0.93 65510 23265
## - `072b7e8f27` 1 1.06 65510 23265
## - `173b6590ae` 1 1.14 65510 23265
## - fdf8628ca7 1 1.18 65510 23265
## - `384bec5dd1_1` 1 1.18 65510 23265
## - ba54a2a637 1 1.19 65510 23265
## - `9b6e0b36c2` 1 1.25 65510 23265
## - `3df2300fa2` 1 1.25 65510 23265
## - `2e874bc151` 1 1.34 65511 23265
## - `8de0382f02` 1 1.40 65511 23265
## - b4112a94a6 1 1.41 65511 23265
## - `7cb7913148_6` 1 1.43 65511 23265
## - `12eda2d982` 1 1.59 65511 23265
## - `7841b6a5b1` 1 1.96 65511 23265
## - `0b846350ef` 1 1.97 65511 23265
## - d4d6566f9c 1 2.13 65511 23265
## - `435dec85e2` 1 2.13 65511 23265
## - e5efa4d39a 1 2.13 65511 23265
## - `29bbd86997` 1 2.30 65512 23265
## - dcfcbc2ea1 1 2.38 65512 23265
## - `20f1afc5c7` 1 2.55 65512 23265
## - `7925993f42` 1 2.59 65512 23265
## - fbf66c8021 1 2.70 65512 23265
## - `7cb7913148_1` 1 2.83 65512 23265
## - `2bc6ab42f7` 1 3.93 65513 23265
## - `25bbf0e7e7` 1 4.36 65514 23266
## - aa69c802b6 1 5.20 65514 23266
## - b9a487ac3c 1 5.55 65515 23266
## - e7ee22effb 1 5.85 65515 23266
## - `63bcf89b1d` 1 6.16 65515 23266
## - ac826f0013 1 6.40 65516 23266
## - `8311343404` 1 6.84 65516 23266
## - `298ed82b22` 1 7.25 65516 23266
## - `7743f273c2` 1 7.25 65516 23266
## - c58f611921 1 7.26 65516 23266
## <none> 65509 23266
## - e0a0772df0 1 7.98 65517 23266
## - `8a21502326` 1 8.94 65518 23267
## - `2a457d15d9` 1 9.32 65519 23267
## - `789b5244a9` 1 9.73 65519 23267
## - ed7e658a27 1 9.74 65519 23267
## - f66b98dd69 1 10.71 65520 23267
## - `2719b72c0d` 1 11.11 65520 23267
## - `56371466d7` 1 11.26 65520 23267
## - `98475257f7` 1 11.56 65521 23268
## - `1f222e3669` 1 12.10 65521 23268
## - `49756d8e0f` 1 12.17 65521 23268
## - `1fa099bb01` 1 12.17 65521 23268
## - `7cb7913148_4` 1 12.52 65522 23268
## - `7cb7913148_2` 1 12.76 65522 23268
## - ae08d2297e 1 12.88 65522 23268
## - c1b8ce2354 1 13.09 65522 23268
## - `3eb53ae932` 1 13.09 65522 23268
## + `4fc17427c8` 1 0.80 65508 23268
## + ee2ac696ff 1 0.78 65508 23268
## + `7cb7913148_5` 1 0.61 65509 23268
## + `7cb7913148_7` 1 0.50 65509 23268
## + `99d44111c9` 1 0.35 65509 23268
## + `0e2ab0831c` 1 0.30 65509 23268
## + `779d13189e` 1 0.23 65509 23268
## + `7cb7913148_3` 1 0.18 65509 23268
## + d035af6ffa 1 0.13 65509 23268
## + `6516422788` 1 0.13 65509 23268
## + `96c30c7eef` 1 0.11 65509 23268
## + b709f75447 1 0.08 65509 23268
## + `55cf3f7627` 1 0.05 65509 23268
## + `7734c0c22f` 1 0.04 65509 23268
## + fe8cdd80ba 1 0.04 65509 23268
## + `4468394575` 1 0.03 65509 23268
## + a24802caa5 1 0.02 65509 23268
## + `77b3b41efa` 1 0.02 65509 23268
## + `3e200bf766` 1 0.00 65509 23268
## + `96e6f0be58` 1 0.00 65509 23268
## - `04e7268385` 1 15.78 65525 23269
## - `55907cc1de` 1 17.03 65526 23269
## - abca7a848f 1 18.41 65528 23269
## - bdf934caa7 1 27.96 65537 23272
## - ffd1cdcfc1 1 31.06 65540 23273
## - `136c1727c3` 1 32.90 65542 23273
## - `60ec1426ce` 1 33.84 65543 23273
## - `65aed7dc1f` 1 39.42 65549 23275
## - fe0318e273 1 40.00 65549 23275
## - `016399044a` 1 54.38 65564 23279
## - f0a0febd35 1 54.44 65564 23279
## - `1f3058af83` 1 76.68 65586 23285
## - c0c3df65b1 1 110.16 65619 23294
## - `87b982928b` 1 110.35 65620 23294
## - a14fd026ce 1 112.12 65621 23294
## - `087235d61e` 1 136.86 65646 23301
## - `5f360995ef` 1 227.30 65737 23325
## - f013b60e50 1 233.43 65743 23327
## - `7fe6cb4c98` 1 285.60 65795 23340
## - `174825d438` 1 342.35 65852 23356
## - ea0f4a32e3 1 373.91 65883 23364
## - `8f5f7c556a` 1 402.18 65911 23371
## - `2d7fe4693a` 1 498.67 66008 23397
## - `8c2e088a3d` 1 523.02 66032 23403
## - d2c775fa99 1 717.77 66227 23455
## - `5b862c0a8f` 1 1131.23 66640 23564
## - beb6e17af1 1 1142.00 66651 23566
## - `06888ceac9_1` 1 1287.49 66797 23605
## - `9a575e82a4_1` 1 1335.94 66845 23617
## - `6db53d265a` 1 1484.86 66994 23656
## - aee1e4fc85 1 1536.66 67046 23670
## - `253eb5ef11` 1 1829.58 67339 23746
## - e86a2190c1 1 1850.87 67360 23752
##
## Step: AIC=23264.63
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_4` + `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + `6db53d265a` + `5b862c0a8f` + beb6e17af1 +
## e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` + `435dec85e2` +
## d4d6566f9c + `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + fdf8628ca7 + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `072b7e8f27` + `12eda2d982` + c58f611921 +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + ac826f0013 +
## ba54a2a637 + `7925993f42` + b9a487ac3c + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `072b7e8f27` 1 1.05 65511 23263
## - `173b6590ae` 1 1.13 65511 23263
## - ba54a2a637 1 1.18 65511 23263
## - `384bec5dd1_1` 1 1.19 65511 23263
## - fdf8628ca7 1 1.21 65511 23263
## - `9b6e0b36c2` 1 1.23 65511 23263
## - `3df2300fa2` 1 1.24 65511 23263
## - `2e874bc151` 1 1.33 65511 23263
## - `8de0382f02` 1 1.39 65512 23263
## - b4112a94a6 1 1.40 65512 23263
## - `7cb7913148_6` 1 1.42 65512 23263
## - `12eda2d982` 1 1.58 65512 23263
## - `0b846350ef` 1 1.94 65512 23263
## - `7841b6a5b1` 1 1.94 65512 23263
## - d4d6566f9c 1 2.12 65512 23263
## - `435dec85e2` 1 2.13 65512 23263
## - e5efa4d39a 1 2.15 65512 23263
## - `29bbd86997` 1 2.32 65512 23263
## - dcfcbc2ea1 1 2.35 65513 23263
## - `20f1afc5c7` 1 2.54 65513 23263
## - `7925993f42` 1 2.58 65513 23263
## - fbf66c8021 1 2.71 65513 23263
## - `7cb7913148_1` 1 2.84 65513 23263
## - `2bc6ab42f7` 1 3.91 65514 23264
## - `25bbf0e7e7` 1 4.35 65515 23264
## - aa69c802b6 1 5.24 65515 23264
## - b9a487ac3c 1 5.59 65516 23264
## - e7ee22effb 1 5.89 65516 23264
## - `63bcf89b1d` 1 6.15 65516 23264
## - ac826f0013 1 6.39 65517 23264
## - `8311343404` 1 6.85 65517 23264
## - `298ed82b22` 1 7.19 65517 23264
## - `7743f273c2` 1 7.22 65517 23265
## - c58f611921 1 7.28 65517 23265
## <none> 65510 23265
## - e0a0772df0 1 7.96 65518 23265
## - `8a21502326` 1 8.87 65519 23265
## - `2a457d15d9` 1 9.30 65519 23265
## - `789b5244a9` 1 9.66 65520 23265
## - ed7e658a27 1 9.67 65520 23265
## - f66b98dd69 1 10.69 65521 23266
## - `2719b72c0d` 1 11.09 65521 23266
## - `56371466d7` 1 11.28 65521 23266
## - `98475257f7` 1 11.53 65522 23266
## - `1f222e3669` 1 12.08 65522 23266
## - `49756d8e0f` 1 12.10 65522 23266
## - `1fa099bb01` 1 12.18 65522 23266
## - `7cb7913148_4` 1 12.47 65523 23266
## - `7cb7913148_2` 1 12.71 65523 23266
## - ae08d2297e 1 12.91 65523 23266
## - c1b8ce2354 1 13.05 65523 23266
## - `3eb53ae932` 1 13.05 65523 23266
## + `0342faceb5` 1 0.93 65509 23266
## + `4fc17427c8` 1 0.82 65509 23266
## + ee2ac696ff 1 0.78 65509 23266
## + `7cb7913148_5` 1 0.61 65510 23266
## + `7cb7913148_7` 1 0.51 65510 23266
## + `99d44111c9` 1 0.34 65510 23266
## + `0e2ab0831c` 1 0.30 65510 23266
## + `779d13189e` 1 0.23 65510 23267
## + `7cb7913148_3` 1 0.17 65510 23267
## + `6516422788` 1 0.13 65510 23267
## + d035af6ffa 1 0.13 65510 23267
## + `96c30c7eef` 1 0.10 65510 23267
## + b709f75447 1 0.08 65510 23267
## + `55cf3f7627` 1 0.05 65510 23267
## + `7734c0c22f` 1 0.04 65510 23267
## + fe8cdd80ba 1 0.04 65510 23267
## + `4468394575` 1 0.03 65510 23267
## + a24802caa5 1 0.02 65510 23267
## + `77b3b41efa` 1 0.02 65510 23267
## + `3e200bf766` 1 0.00 65510 23267
## + `96e6f0be58` 1 0.00 65510 23267
## - `04e7268385` 1 15.74 65526 23267
## - `55907cc1de` 1 16.97 65527 23267
## - abca7a848f 1 18.28 65528 23268
## - bdf934caa7 1 27.99 65538 23270
## - ffd1cdcfc1 1 31.08 65541 23271
## - `136c1727c3` 1 33.06 65543 23271
## - `60ec1426ce` 1 33.85 65544 23272
## - `65aed7dc1f` 1 39.28 65549 23273
## - fe0318e273 1 40.19 65550 23273
## - `016399044a` 1 54.31 65564 23277
## - f0a0febd35 1 54.35 65565 23277
## - `1f3058af83` 1 76.50 65587 23283
## - c0c3df65b1 1 110.26 65620 23292
## - `87b982928b` 1 110.38 65621 23292
## - a14fd026ce 1 111.89 65622 23292
## - `087235d61e` 1 137.18 65647 23299
## - `5f360995ef` 1 227.24 65737 23323
## - f013b60e50 1 233.22 65743 23325
## - `7fe6cb4c98` 1 286.14 65796 23339
## - `174825d438` 1 342.07 65852 23354
## - ea0f4a32e3 1 373.72 65884 23362
## - `8f5f7c556a` 1 402.08 65912 23370
## - `2d7fe4693a` 1 498.36 66009 23395
## - `8c2e088a3d` 1 523.85 66034 23402
## - d2c775fa99 1 717.61 66228 23453
## - `5b862c0a8f` 1 1131.90 66642 23562
## - beb6e17af1 1 1143.05 66653 23565
## - `06888ceac9_1` 1 1287.66 66798 23603
## - `9a575e82a4_1` 1 1335.52 66846 23616
## - `6db53d265a` 1 1485.45 66996 23655
## - aee1e4fc85 1 1536.47 67047 23668
## - `253eb5ef11` 1 1830.58 67341 23744
## - e86a2190c1 1 1851.38 67362 23750
##
## Step: AIC=23262.91
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_4` + `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + `6db53d265a` + `5b862c0a8f` + beb6e17af1 +
## e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` + `435dec85e2` +
## d4d6566f9c + `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + fdf8628ca7 + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `12eda2d982` + c58f611921 + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + ac826f0013 + ba54a2a637 + `7925993f42` +
## b9a487ac3c + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `173b6590ae` 1 1.12 65512 23261
## - ba54a2a637 1 1.19 65512 23261
## - fdf8628ca7 1 1.20 65512 23261
## - `384bec5dd1_1` 1 1.21 65512 23261
## - `9b6e0b36c2` 1 1.22 65512 23261
## - `3df2300fa2` 1 1.24 65512 23261
## - `2e874bc151` 1 1.33 65513 23261
## - `7cb7913148_6` 1 1.41 65513 23261
## - `8de0382f02` 1 1.42 65513 23261
## - b4112a94a6 1 1.42 65513 23261
## - `12eda2d982` 1 1.55 65513 23261
## - `7841b6a5b1` 1 1.90 65513 23261
## - `0b846350ef` 1 1.94 65513 23261
## - d4d6566f9c 1 2.12 65513 23262
## - `435dec85e2` 1 2.12 65513 23262
## - e5efa4d39a 1 2.14 65513 23262
## - `29bbd86997` 1 2.32 65514 23262
## - dcfcbc2ea1 1 2.38 65514 23262
## - `20f1afc5c7` 1 2.53 65514 23262
## - `7925993f42` 1 2.58 65514 23262
## - fbf66c8021 1 2.71 65514 23262
## - `7cb7913148_1` 1 2.79 65514 23262
## - `2bc6ab42f7` 1 3.90 65515 23262
## - `25bbf0e7e7` 1 4.31 65516 23262
## - aa69c802b6 1 5.20 65516 23262
## - b9a487ac3c 1 5.61 65517 23262
## - e7ee22effb 1 5.91 65517 23262
## - `63bcf89b1d` 1 6.07 65517 23262
## - ac826f0013 1 6.38 65518 23263
## - `8311343404` 1 6.85 65518 23263
## - `298ed82b22` 1 7.22 65518 23263
## - `7743f273c2` 1 7.23 65518 23263
## - c58f611921 1 7.28 65518 23263
## <none> 65511 23263
## - e0a0772df0 1 7.88 65519 23263
## - `8a21502326` 1 8.79 65520 23263
## - `2a457d15d9` 1 9.32 65521 23263
## - `789b5244a9` 1 9.58 65521 23264
## - ed7e658a27 1 9.59 65521 23264
## - f66b98dd69 1 10.69 65522 23264
## - `2719b72c0d` 1 11.10 65522 23264
## - `56371466d7` 1 11.23 65522 23264
## - `98475257f7` 1 11.55 65523 23264
## - `1f222e3669` 1 12.01 65523 23264
## - `49756d8e0f` 1 12.19 65523 23264
## - `1fa099bb01` 1 12.20 65523 23264
## - `7cb7913148_4` 1 12.43 65524 23264
## - `7cb7913148_2` 1 12.62 65524 23264
## - ae08d2297e 1 12.93 65524 23264
## - c1b8ce2354 1 13.08 65524 23264
## - `3eb53ae932` 1 13.08 65524 23264
## + `072b7e8f27` 1 1.05 65510 23265
## + `0342faceb5` 1 0.92 65510 23265
## + `4fc17427c8` 1 0.83 65510 23265
## + ee2ac696ff 1 0.78 65510 23265
## + `7cb7913148_5` 1 0.61 65511 23265
## + `7cb7913148_7` 1 0.51 65511 23265
## + `99d44111c9` 1 0.35 65511 23265
## + `0e2ab0831c` 1 0.29 65511 23265
## + `779d13189e` 1 0.24 65511 23265
## + `7cb7913148_3` 1 0.16 65511 23265
## + `6516422788` 1 0.14 65511 23265
## + d035af6ffa 1 0.12 65511 23265
## + `96c30c7eef` 1 0.10 65511 23265
## + b709f75447 1 0.08 65511 23265
## + `55cf3f7627` 1 0.05 65511 23265
## + `7734c0c22f` 1 0.04 65511 23265
## + fe8cdd80ba 1 0.04 65511 23265
## + `4468394575` 1 0.03 65511 23265
## + a24802caa5 1 0.02 65511 23265
## + `77b3b41efa` 1 0.02 65511 23265
## + `3e200bf766` 1 0.01 65511 23265
## + `96e6f0be58` 1 0.00 65511 23265
## - `04e7268385` 1 15.76 65527 23265
## - `55907cc1de` 1 16.87 65528 23265
## - abca7a848f 1 18.15 65529 23266
## - bdf934caa7 1 28.02 65539 23268
## - ffd1cdcfc1 1 31.26 65542 23269
## - `136c1727c3` 1 32.95 65544 23270
## - `60ec1426ce` 1 33.89 65545 23270
## - `65aed7dc1f` 1 39.26 65550 23271
## - fe0318e273 1 40.20 65551 23272
## - f0a0febd35 1 54.39 65566 23275
## - `016399044a` 1 54.42 65566 23275
## - `1f3058af83` 1 76.66 65588 23281
## - c0c3df65b1 1 110.22 65621 23290
## - `87b982928b` 1 110.36 65622 23290
## - a14fd026ce 1 111.74 65623 23291
## - `087235d61e` 1 137.13 65648 23298
## - `5f360995ef` 1 227.77 65739 23322
## - f013b60e50 1 233.21 65744 23323
## - `7fe6cb4c98` 1 286.12 65797 23337
## - `174825d438` 1 342.19 65853 23352
## - ea0f4a32e3 1 374.54 65886 23361
## - `8f5f7c556a` 1 402.54 65914 23368
## - `2d7fe4693a` 1 498.11 66009 23393
## - `8c2e088a3d` 1 523.89 66035 23400
## - d2c775fa99 1 716.80 66228 23451
## - `5b862c0a8f` 1 1132.09 66643 23560
## - beb6e17af1 1 1143.45 66655 23563
## - `06888ceac9_1` 1 1288.80 66800 23602
## - `9a575e82a4_1` 1 1335.86 66847 23614
## - `6db53d265a` 1 1484.88 66996 23653
## - aee1e4fc85 1 1535.86 67047 23666
## - `253eb5ef11` 1 1831.81 67343 23743
## - e86a2190c1 1 1852.42 67364 23748
##
## Step: AIC=23261.21
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_4` + `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + `6db53d265a` + `5b862c0a8f` + beb6e17af1 +
## e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` + `435dec85e2` +
## d4d6566f9c + `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + fdf8628ca7 + b4112a94a6 + `8de0382f02` +
## `12eda2d982` + c58f611921 + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + ac826f0013 + ba54a2a637 + `7925993f42` + b9a487ac3c +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - ba54a2a637 1 1.19 65514 23260
## - `384bec5dd1_1` 1 1.19 65514 23260
## - fdf8628ca7 1 1.20 65514 23260
## - `3df2300fa2` 1 1.22 65514 23260
## - `9b6e0b36c2` 1 1.23 65514 23260
## - `2e874bc151` 1 1.30 65514 23260
## - `7cb7913148_6` 1 1.42 65514 23260
## - `8de0382f02` 1 1.43 65514 23260
## - b4112a94a6 1 1.43 65514 23260
## - `12eda2d982` 1 1.54 65514 23260
## - `7841b6a5b1` 1 1.90 65514 23260
## - `0b846350ef` 1 1.98 65514 23260
## - d4d6566f9c 1 2.09 65514 23260
## - `435dec85e2` 1 2.09 65514 23260
## - e5efa4d39a 1 2.18 65515 23260
## - `29bbd86997` 1 2.35 65515 23260
## - dcfcbc2ea1 1 2.36 65515 23260
## - `20f1afc5c7` 1 2.55 65515 23260
## - `7925993f42` 1 2.57 65515 23260
## - fbf66c8021 1 2.70 65515 23260
## - `7cb7913148_1` 1 2.78 65515 23260
## - `2bc6ab42f7` 1 3.86 65516 23260
## - `25bbf0e7e7` 1 4.32 65517 23260
## - aa69c802b6 1 5.19 65518 23261
## - b9a487ac3c 1 5.63 65518 23261
## - e7ee22effb 1 5.93 65518 23261
## - `63bcf89b1d` 1 6.06 65518 23261
## - ac826f0013 1 6.41 65519 23261
## - `8311343404` 1 6.92 65519 23261
## - c58f611921 1 7.22 65520 23261
## - `7743f273c2` 1 7.27 65520 23261
## - `298ed82b22` 1 7.31 65520 23261
## <none> 65512 23261
## - e0a0772df0 1 7.88 65520 23261
## - `8a21502326` 1 8.74 65521 23262
## - `2a457d15d9` 1 9.29 65522 23262
## - `789b5244a9` 1 9.52 65522 23262
## - ed7e658a27 1 9.53 65522 23262
## - f66b98dd69 1 10.63 65523 23262
## - `2719b72c0d` 1 11.03 65523 23262
## - `56371466d7` 1 11.13 65523 23262
## - `98475257f7` 1 11.52 65524 23262
## - `1f222e3669` 1 12.01 65524 23262
## - `49756d8e0f` 1 12.20 65525 23262
## - `1fa099bb01` 1 12.32 65525 23262
## - `7cb7913148_2` 1 12.46 65525 23262
## - `7cb7913148_4` 1 12.51 65525 23262
## - ae08d2297e 1 12.92 65525 23263
## - c1b8ce2354 1 13.02 65525 23263
## - `3eb53ae932` 1 13.02 65525 23263
## + `173b6590ae` 1 1.12 65511 23263
## + `072b7e8f27` 1 1.05 65511 23263
## + `0342faceb5` 1 0.91 65511 23263
## + `4fc17427c8` 1 0.83 65512 23263
## + ee2ac696ff 1 0.77 65512 23263
## + `7cb7913148_5` 1 0.61 65512 23263
## + `7cb7913148_7` 1 0.50 65512 23263
## + `99d44111c9` 1 0.34 65512 23263
## + `0e2ab0831c` 1 0.29 65512 23263
## + `779d13189e` 1 0.24 65512 23263
## + `7cb7913148_3` 1 0.17 65512 23263
## + `6516422788` 1 0.14 65512 23263
## + d035af6ffa 1 0.13 65512 23263
## + `96c30c7eef` 1 0.10 65512 23263
## + b709f75447 1 0.08 65512 23263
## + `55cf3f7627` 1 0.05 65512 23263
## + `7734c0c22f` 1 0.05 65512 23263
## + fe8cdd80ba 1 0.04 65512 23263
## + `4468394575` 1 0.03 65512 23263
## + a24802caa5 1 0.02 65512 23263
## + `77b3b41efa` 1 0.01 65512 23263
## + `3e200bf766` 1 0.01 65512 23263
## + `96e6f0be58` 1 0.00 65512 23263
## - `04e7268385` 1 15.76 65528 23263
## - `55907cc1de` 1 16.91 65529 23264
## - abca7a848f 1 18.09 65530 23264
## - bdf934caa7 1 28.02 65540 23267
## - ffd1cdcfc1 1 31.30 65544 23268
## - `136c1727c3` 1 32.89 65545 23268
## - `60ec1426ce` 1 34.02 65546 23268
## - `65aed7dc1f` 1 39.11 65551 23270
## - fe0318e273 1 40.11 65552 23270
## - `016399044a` 1 54.42 65567 23274
## - f0a0febd35 1 54.45 65567 23274
## - `1f3058af83` 1 76.61 65589 23280
## - c0c3df65b1 1 110.25 65623 23289
## - `87b982928b` 1 110.27 65623 23289
## - a14fd026ce 1 112.00 65624 23289
## - `087235d61e` 1 137.20 65650 23296
## - `5f360995ef` 1 227.64 65740 23320
## - f013b60e50 1 233.03 65745 23321
## - `7fe6cb4c98` 1 286.24 65799 23335
## - `174825d438` 1 342.07 65854 23350
## - ea0f4a32e3 1 374.94 65887 23359
## - `8f5f7c556a` 1 402.31 65915 23366
## - `2d7fe4693a` 1 498.10 66010 23392
## - `8c2e088a3d` 1 523.24 66036 23398
## - d2c775fa99 1 716.79 66229 23450
## - `5b862c0a8f` 1 1133.30 66646 23559
## - beb6e17af1 1 1144.18 66657 23562
## - `06888ceac9_1` 1 1288.30 66801 23600
## - `9a575e82a4_1` 1 1335.04 66847 23612
## - `6db53d265a` 1 1484.75 66997 23651
## - aee1e4fc85 1 1535.35 67048 23664
## - `253eb5ef11` 1 1831.37 67344 23741
## - e86a2190c1 1 1853.36 67366 23747
##
## Step: AIC=23259.53
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_4` + `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + `6db53d265a` + `5b862c0a8f` + beb6e17af1 +
## e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` + `435dec85e2` +
## d4d6566f9c + `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + fdf8628ca7 + b4112a94a6 + `8de0382f02` +
## `12eda2d982` + c58f611921 + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + ac826f0013 + `7925993f42` + b9a487ac3c + aa69c802b6 +
## `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - fdf8628ca7 1 1.19 65515 23258
## - `384bec5dd1_1` 1 1.19 65515 23258
## - `9b6e0b36c2` 1 1.23 65515 23258
## - `3df2300fa2` 1 1.24 65515 23258
## - `2e874bc151` 1 1.28 65515 23258
## - `7cb7913148_6` 1 1.42 65515 23258
## - `8de0382f02` 1 1.43 65515 23258
## - b4112a94a6 1 1.43 65515 23258
## - `12eda2d982` 1 1.56 65515 23258
## - `7841b6a5b1` 1 1.92 65515 23258
## - `0b846350ef` 1 1.98 65516 23258
## - d4d6566f9c 1 2.07 65516 23258
## - `435dec85e2` 1 2.07 65516 23258
## - e5efa4d39a 1 2.18 65516 23258
## - `29bbd86997` 1 2.35 65516 23258
## - dcfcbc2ea1 1 2.36 65516 23258
## - `20f1afc5c7` 1 2.55 65516 23258
## - `7925993f42` 1 2.59 65516 23258
## - fbf66c8021 1 2.72 65516 23258
## - `7cb7913148_1` 1 2.80 65516 23258
## - `2bc6ab42f7` 1 3.91 65517 23259
## - `25bbf0e7e7` 1 4.34 65518 23259
## - aa69c802b6 1 5.19 65519 23259
## - b9a487ac3c 1 5.62 65519 23259
## - e7ee22effb 1 5.81 65519 23259
## - `63bcf89b1d` 1 5.90 65519 23259
## - ac826f0013 1 6.36 65520 23259
## - `8311343404` 1 6.98 65521 23259
## - c58f611921 1 7.22 65521 23260
## - `7743f273c2` 1 7.25 65521 23260
## - `298ed82b22` 1 7.39 65521 23260
## <none> 65514 23260
## - e0a0772df0 1 7.91 65521 23260
## - `8a21502326` 1 8.75 65522 23260
## - `2a457d15d9` 1 9.25 65523 23260
## - `789b5244a9` 1 9.53 65523 23260
## - ed7e658a27 1 9.54 65523 23260
## - f66b98dd69 1 10.69 65524 23260
## - `2719b72c0d` 1 11.10 65525 23260
## - `56371466d7` 1 11.13 65525 23260
## - `98475257f7` 1 11.44 65525 23261
## - `1f222e3669` 1 12.05 65526 23261
## - `49756d8e0f` 1 12.17 65526 23261
## - `1fa099bb01` 1 12.35 65526 23261
## - `7cb7913148_4` 1 12.52 65526 23261
## - `7cb7913148_2` 1 12.58 65526 23261
## - ae08d2297e 1 12.98 65527 23261
## - c1b8ce2354 1 13.01 65527 23261
## - `3eb53ae932` 1 13.01 65527 23261
## + ba54a2a637 1 1.19 65512 23261
## + `173b6590ae` 1 1.12 65512 23261
## + `072b7e8f27` 1 1.06 65512 23261
## + `0342faceb5` 1 0.90 65513 23261
## + ee2ac696ff 1 0.84 65513 23261
## + `4fc17427c8` 1 0.83 65513 23261
## + `7cb7913148_5` 1 0.61 65513 23261
## + `7cb7913148_7` 1 0.50 65513 23261
## + `99d44111c9` 1 0.35 65513 23261
## + `0e2ab0831c` 1 0.29 65513 23261
## + `779d13189e` 1 0.24 65513 23262
## + `7cb7913148_3` 1 0.17 65513 23262
## + `6516422788` 1 0.14 65513 23262
## + d035af6ffa 1 0.13 65513 23262
## + `96c30c7eef` 1 0.10 65513 23262
## + b709f75447 1 0.08 65513 23262
## + `55cf3f7627` 1 0.05 65513 23262
## + `7734c0c22f` 1 0.05 65513 23262
## + fe8cdd80ba 1 0.04 65513 23262
## + `4468394575` 1 0.03 65513 23262
## + a24802caa5 1 0.02 65514 23262
## + `77b3b41efa` 1 0.01 65514 23262
## + `3e200bf766` 1 0.01 65514 23262
## + `96e6f0be58` 1 0.00 65514 23262
## - `04e7268385` 1 15.79 65529 23262
## - `55907cc1de` 1 16.84 65530 23262
## - abca7a848f 1 18.07 65532 23262
## - bdf934caa7 1 28.06 65542 23265
## - ffd1cdcfc1 1 31.36 65545 23266
## - `136c1727c3` 1 32.80 65546 23266
## - `60ec1426ce` 1 34.13 65548 23267
## - `65aed7dc1f` 1 39.05 65553 23268
## - fe0318e273 1 39.91 65553 23268
## - `016399044a` 1 54.41 65568 23272
## - f0a0febd35 1 54.42 65568 23272
## - `1f3058af83` 1 76.74 65590 23278
## - `87b982928b` 1 110.17 65624 23287
## - c0c3df65b1 1 110.32 65624 23287
## - a14fd026ce 1 112.22 65626 23287
## - `087235d61e` 1 137.09 65651 23294
## - `5f360995ef` 1 228.30 65742 23318
## - f013b60e50 1 233.01 65747 23320
## - `7fe6cb4c98` 1 286.71 65800 23334
## - `174825d438` 1 341.88 65855 23348
## - ea0f4a32e3 1 374.83 65888 23357
## - `8f5f7c556a` 1 402.45 65916 23365
## - `2d7fe4693a` 1 498.73 66012 23390
## - `8c2e088a3d` 1 522.68 66036 23396
## - d2c775fa99 1 716.62 66230 23448
## - `5b862c0a8f` 1 1132.79 66646 23557
## - beb6e17af1 1 1144.09 66658 23560
## - `06888ceac9_1` 1 1289.87 66803 23598
## - `9a575e82a4_1` 1 1335.24 66849 23610
## - `6db53d265a` 1 1485.39 66999 23650
## - aee1e4fc85 1 1534.46 67048 23662
## - `253eb5ef11` 1 1830.90 67344 23739
## - e86a2190c1 1 1852.51 67366 23745
##
## Step: AIC=23257.84
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_4` + `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + `6db53d265a` + `5b862c0a8f` + beb6e17af1 +
## e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` + `435dec85e2` +
## d4d6566f9c + `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + b4112a94a6 + `8de0382f02` + `12eda2d982` +
## c58f611921 + `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` +
## ac826f0013 + `7925993f42` + b9a487ac3c + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `384bec5dd1_1` 1 1.18 65516 23256
## - `9b6e0b36c2` 1 1.19 65516 23256
## - `3df2300fa2` 1 1.23 65516 23256
## - `2e874bc151` 1 1.32 65516 23256
## - `7cb7913148_6` 1 1.42 65516 23256
## - `8de0382f02` 1 1.43 65516 23256
## - b4112a94a6 1 1.43 65516 23256
## - `12eda2d982` 1 1.54 65516 23256
## - `7841b6a5b1` 1 1.93 65517 23256
## - `0b846350ef` 1 1.99 65517 23256
## - d4d6566f9c 1 2.11 65517 23256
## - `435dec85e2` 1 2.11 65517 23256
## - e5efa4d39a 1 2.16 65517 23256
## - `29bbd86997` 1 2.33 65517 23256
## - dcfcbc2ea1 1 2.34 65517 23256
## - `20f1afc5c7` 1 2.54 65517 23256
## - `7925993f42` 1 2.59 65517 23256
## - fbf66c8021 1 2.75 65517 23257
## - `7cb7913148_1` 1 2.80 65518 23257
## - `2bc6ab42f7` 1 3.89 65519 23257
## - `25bbf0e7e7` 1 4.30 65519 23257
## - aa69c802b6 1 5.21 65520 23257
## - b9a487ac3c 1 5.61 65520 23257
## - e7ee22effb 1 5.89 65521 23257
## - `63bcf89b1d` 1 5.91 65521 23257
## - ac826f0013 1 6.43 65521 23258
## - `8311343404` 1 6.98 65522 23258
## - c58f611921 1 7.21 65522 23258
## - `7743f273c2` 1 7.32 65522 23258
## - `298ed82b22` 1 7.37 65522 23258
## <none> 65515 23258
## - e0a0772df0 1 7.94 65523 23258
## - `8a21502326` 1 8.68 65523 23258
## - `2a457d15d9` 1 9.27 65524 23258
## - `789b5244a9` 1 9.46 65524 23258
## - ed7e658a27 1 9.47 65524 23258
## - f66b98dd69 1 10.72 65525 23259
## - `2719b72c0d` 1 11.12 65526 23259
## - `56371466d7` 1 11.12 65526 23259
## - `98475257f7` 1 11.51 65526 23259
## - `1f222e3669` 1 12.06 65527 23259
## - `49756d8e0f` 1 12.22 65527 23259
## - `1fa099bb01` 1 12.39 65527 23259
## - `7cb7913148_4` 1 12.39 65527 23259
## - `7cb7913148_2` 1 12.57 65527 23259
## - c1b8ce2354 1 12.98 65528 23259
## - `3eb53ae932` 1 12.98 65528 23259
## - ae08d2297e 1 12.98 65528 23259
## + fdf8628ca7 1 1.19 65514 23260
## + ba54a2a637 1 1.17 65514 23260
## + `173b6590ae` 1 1.12 65514 23260
## + `072b7e8f27` 1 1.05 65514 23260
## + `0342faceb5` 1 0.93 65514 23260
## + `4fc17427c8` 1 0.84 65514 23260
## + ee2ac696ff 1 0.80 65514 23260
## + `7cb7913148_5` 1 0.62 65514 23260
## + `7cb7913148_7` 1 0.49 65514 23260
## + `99d44111c9` 1 0.35 65514 23260
## + `0e2ab0831c` 1 0.28 65514 23260
## + `779d13189e` 1 0.25 65514 23260
## + `7cb7913148_3` 1 0.17 65515 23260
## + `6516422788` 1 0.13 65515 23260
## + d035af6ffa 1 0.13 65515 23260
## + `96c30c7eef` 1 0.10 65515 23260
## + b709f75447 1 0.08 65515 23260
## + `7734c0c22f` 1 0.05 65515 23260
## + `55cf3f7627` 1 0.05 65515 23260
## + fe8cdd80ba 1 0.03 65515 23260
## + `4468394575` 1 0.03 65515 23260
## + a24802caa5 1 0.02 65515 23260
## + `77b3b41efa` 1 0.01 65515 23260
## + `3e200bf766` 1 0.01 65515 23260
## + `96e6f0be58` 1 0.00 65515 23260
## - `04e7268385` 1 15.80 65531 23260
## - `55907cc1de` 1 16.92 65532 23260
## - abca7a848f 1 18.03 65533 23261
## - bdf934caa7 1 28.00 65543 23263
## - ffd1cdcfc1 1 31.42 65546 23264
## - `136c1727c3` 1 32.85 65548 23265
## - `60ec1426ce` 1 34.13 65549 23265
## - `65aed7dc1f` 1 39.08 65554 23266
## - fe0318e273 1 39.96 65555 23266
## - `016399044a` 1 54.17 65569 23270
## - f0a0febd35 1 54.51 65569 23270
## - `1f3058af83` 1 76.69 65591 23276
## - `87b982928b` 1 109.89 65625 23285
## - c0c3df65b1 1 110.36 65625 23285
## - a14fd026ce 1 111.90 65627 23286
## - `087235d61e` 1 137.19 65652 23292
## - `5f360995ef` 1 228.45 65743 23317
## - f013b60e50 1 232.88 65748 23318
## - `7fe6cb4c98` 1 286.33 65801 23332
## - `174825d438` 1 341.51 65856 23347
## - ea0f4a32e3 1 375.59 65890 23356
## - `8f5f7c556a` 1 402.87 65918 23363
## - `2d7fe4693a` 1 498.60 66013 23388
## - `8c2e088a3d` 1 523.00 66038 23395
## - d2c775fa99 1 717.26 66232 23446
## - `5b862c0a8f` 1 1132.62 66647 23556
## - beb6e17af1 1 1145.24 66660 23559
## - `06888ceac9_1` 1 1289.52 66804 23597
## - `9a575e82a4_1` 1 1335.31 66850 23609
## - `6db53d265a` 1 1486.09 67001 23648
## - aee1e4fc85 1 1533.88 67049 23660
## - `253eb5ef11` 1 1830.16 67345 23738
## - e86a2190c1 1 1853.03 67368 23744
##
## Step: AIC=23256.16
## target ~ `06888ceac9_1` + `7cb7913148_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 + `7841b6a5b1` +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + b4112a94a6 + `8de0382f02` + `12eda2d982` + c58f611921 +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + ac826f0013 +
## `7925993f42` + b9a487ac3c + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `9b6e0b36c2` 1 1.20 65517 23254
## - `3df2300fa2` 1 1.26 65517 23254
## - `2e874bc151` 1 1.32 65517 23254
## - `7cb7913148_6` 1 1.40 65517 23254
## - `8de0382f02` 1 1.42 65517 23254
## - b4112a94a6 1 1.42 65517 23254
## - `12eda2d982` 1 1.56 65517 23255
## - `7841b6a5b1` 1 1.95 65518 23255
## - `0b846350ef` 1 2.00 65518 23255
## - d4d6566f9c 1 2.11 65518 23255
## - `435dec85e2` 1 2.11 65518 23255
## - e5efa4d39a 1 2.19 65518 23255
## - dcfcbc2ea1 1 2.35 65518 23255
## - `29bbd86997` 1 2.37 65518 23255
## - `20f1afc5c7` 1 2.51 65518 23255
## - `7925993f42` 1 2.54 65518 23255
## - fbf66c8021 1 2.76 65519 23255
## - `7cb7913148_1` 1 2.82 65519 23255
## - `2bc6ab42f7` 1 3.95 65520 23255
## - `25bbf0e7e7` 1 4.29 65520 23255
## - aa69c802b6 1 5.23 65521 23256
## - b9a487ac3c 1 5.58 65521 23256
## - `63bcf89b1d` 1 5.87 65522 23256
## - e7ee22effb 1 5.89 65522 23256
## - ac826f0013 1 6.48 65522 23256
## - `8311343404` 1 6.94 65523 23256
## - c58f611921 1 7.19 65523 23256
## - `298ed82b22` 1 7.35 65523 23256
## - `7743f273c2` 1 7.39 65523 23256
## <none> 65516 23256
## - e0a0772df0 1 7.99 65524 23256
## - `8a21502326` 1 8.63 65525 23256
## - `2a457d15d9` 1 9.23 65525 23257
## - `789b5244a9` 1 9.41 65525 23257
## - ed7e658a27 1 9.42 65525 23257
## - f66b98dd69 1 10.63 65527 23257
## - `2719b72c0d` 1 11.03 65527 23257
## - `56371466d7` 1 11.15 65527 23257
## - `98475257f7` 1 11.51 65527 23257
## - `1f222e3669` 1 12.04 65528 23257
## - `7cb7913148_4` 1 12.33 65528 23257
## - `49756d8e0f` 1 12.37 65528 23258
## - `1fa099bb01` 1 12.39 65528 23258
## - `7cb7913148_2` 1 12.66 65529 23258
## - ae08d2297e 1 12.96 65529 23258
## - c1b8ce2354 1 12.97 65529 23258
## - `3eb53ae932` 1 12.97 65529 23258
## + `384bec5dd1_1` 1 1.18 65515 23258
## + fdf8628ca7 1 1.18 65515 23258
## + ba54a2a637 1 1.17 65515 23258
## + `173b6590ae` 1 1.10 65515 23258
## + `072b7e8f27` 1 1.07 65515 23258
## + `0342faceb5` 1 0.94 65515 23258
## + ee2ac696ff 1 0.82 65515 23258
## + `4fc17427c8` 1 0.81 65515 23258
## + `7cb7913148_5` 1 0.61 65515 23258
## + `7cb7913148_7` 1 0.47 65515 23258
## + `99d44111c9` 1 0.37 65516 23258
## + `0e2ab0831c` 1 0.26 65516 23258
## + `779d13189e` 1 0.24 65516 23258
## + `7cb7913148_3` 1 0.16 65516 23258
## + `6516422788` 1 0.13 65516 23258
## + d035af6ffa 1 0.13 65516 23258
## + `96c30c7eef` 1 0.10 65516 23258
## + b709f75447 1 0.09 65516 23258
## + `7734c0c22f` 1 0.05 65516 23258
## + `55cf3f7627` 1 0.04 65516 23258
## + fe8cdd80ba 1 0.03 65516 23258
## + `4468394575` 1 0.03 65516 23258
## + a24802caa5 1 0.02 65516 23258
## + `77b3b41efa` 1 0.01 65516 23258
## + `3e200bf766` 1 0.01 65516 23258
## + `96e6f0be58` 1 0.00 65516 23258
## - `04e7268385` 1 15.87 65532 23258
## - `55907cc1de` 1 17.01 65533 23259
## - abca7a848f 1 18.10 65534 23259
## - bdf934caa7 1 28.01 65544 23262
## - ffd1cdcfc1 1 31.47 65547 23263
## - `136c1727c3` 1 32.83 65549 23263
## - `60ec1426ce` 1 34.12 65550 23263
## - `65aed7dc1f` 1 39.04 65555 23265
## - fe0318e273 1 39.90 65556 23265
## - `016399044a` 1 54.09 65570 23269
## - f0a0febd35 1 54.65 65571 23269
## - `1f3058af83` 1 76.96 65593 23275
## - `87b982928b` 1 109.65 65626 23283
## - c0c3df65b1 1 110.07 65626 23284
## - a14fd026ce 1 111.92 65628 23284
## - `087235d61e` 1 137.56 65653 23291
## - `5f360995ef` 1 228.25 65744 23315
## - f013b60e50 1 233.17 65749 23316
## - `7fe6cb4c98` 1 286.21 65802 23330
## - `174825d438` 1 341.43 65857 23345
## - ea0f4a32e3 1 375.68 65892 23354
## - `8f5f7c556a` 1 402.68 65919 23361
## - `2d7fe4693a` 1 498.72 66015 23387
## - `8c2e088a3d` 1 523.61 66040 23393
## - d2c775fa99 1 717.38 66233 23445
## - `5b862c0a8f` 1 1131.97 66648 23554
## - beb6e17af1 1 1147.09 66663 23558
## - `06888ceac9_1` 1 1289.17 66805 23595
## - `9a575e82a4_1` 1 1334.49 66850 23607
## - `6db53d265a` 1 1485.92 67002 23646
## - aee1e4fc85 1 1534.07 67050 23659
## - `253eb5ef11` 1 1829.39 67345 23736
## - e86a2190c1 1 1853.37 67369 23742
##
## Step: AIC=23254.48
## target ~ `06888ceac9_1` + `7cb7913148_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 + `7841b6a5b1` +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + b4112a94a6 + `8de0382f02` + `12eda2d982` + c58f611921 +
## `20f1afc5c7` + `0b846350ef` + ac826f0013 + `7925993f42` +
## b9a487ac3c + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `3df2300fa2` 1 1.24 65518 23253
## - `2e874bc151` 1 1.37 65518 23253
## - `7cb7913148_6` 1 1.40 65518 23253
## - `8de0382f02` 1 1.42 65519 23253
## - b4112a94a6 1 1.42 65519 23253
## - `12eda2d982` 1 1.55 65519 23253
## - `7841b6a5b1` 1 1.97 65519 23253
## - `0b846350ef` 1 2.00 65519 23253
## - d4d6566f9c 1 2.18 65519 23253
## - `435dec85e2` 1 2.18 65519 23253
## - e5efa4d39a 1 2.19 65519 23253
## - dcfcbc2ea1 1 2.36 65519 23253
## - `29bbd86997` 1 2.37 65519 23253
## - `20f1afc5c7` 1 2.53 65520 23253
## - `7925993f42` 1 2.61 65520 23253
## - fbf66c8021 1 2.76 65520 23253
## - `7cb7913148_1` 1 2.84 65520 23253
## - `2bc6ab42f7` 1 3.92 65521 23254
## - `25bbf0e7e7` 1 4.32 65521 23254
## - aa69c802b6 1 5.23 65522 23254
## - b9a487ac3c 1 5.54 65523 23254
## - `63bcf89b1d` 1 5.84 65523 23254
## - e7ee22effb 1 5.88 65523 23254
## - ac826f0013 1 6.43 65524 23254
## - `8311343404` 1 6.99 65524 23254
## - c58f611921 1 7.20 65524 23254
## - `298ed82b22` 1 7.34 65524 23254
## - `7743f273c2` 1 7.37 65524 23254
## <none> 65517 23254
## - e0a0772df0 1 8.03 65525 23255
## - `8a21502326` 1 8.59 65526 23255
## - `2a457d15d9` 1 9.19 65526 23255
## - `789b5244a9` 1 9.37 65526 23255
## - ed7e658a27 1 9.38 65526 23255
## - f66b98dd69 1 10.57 65528 23255
## - `2719b72c0d` 1 10.97 65528 23255
## - `56371466d7` 1 11.13 65528 23255
## - `98475257f7` 1 11.54 65529 23256
## - `1f222e3669` 1 12.10 65529 23256
## - `7cb7913148_4` 1 12.36 65529 23256
## - `1fa099bb01` 1 12.38 65529 23256
## - `49756d8e0f` 1 12.48 65530 23256
## - `7cb7913148_2` 1 12.70 65530 23256
## - c1b8ce2354 1 12.88 65530 23256
## - `3eb53ae932` 1 12.88 65530 23256
## - ae08d2297e 1 12.94 65530 23256
## + `9b6e0b36c2` 1 1.20 65516 23256
## + `384bec5dd1_1` 1 1.18 65516 23256
## + ba54a2a637 1 1.17 65516 23256
## + fdf8628ca7 1 1.14 65516 23256
## + `173b6590ae` 1 1.11 65516 23256
## + `072b7e8f27` 1 1.06 65516 23256
## + `0342faceb5` 1 0.92 65516 23256
## + ee2ac696ff 1 0.83 65516 23256
## + `4fc17427c8` 1 0.81 65516 23256
## + `7cb7913148_5` 1 0.61 65516 23256
## + `7cb7913148_7` 1 0.47 65517 23256
## + `99d44111c9` 1 0.38 65517 23256
## + `0e2ab0831c` 1 0.26 65517 23256
## + `779d13189e` 1 0.24 65517 23256
## + `7cb7913148_3` 1 0.16 65517 23256
## + d035af6ffa 1 0.13 65517 23256
## + `6516422788` 1 0.12 65517 23256
## + `96c30c7eef` 1 0.10 65517 23256
## + b709f75447 1 0.09 65517 23256
## + `7734c0c22f` 1 0.05 65517 23256
## + `55cf3f7627` 1 0.04 65517 23256
## + fe8cdd80ba 1 0.03 65517 23256
## + `4468394575` 1 0.03 65517 23256
## + a24802caa5 1 0.02 65517 23256
## + `77b3b41efa` 1 0.01 65517 23256
## + `3e200bf766` 1 0.01 65517 23256
## + `96e6f0be58` 1 0.00 65517 23256
## - `04e7268385` 1 15.94 65533 23257
## - `55907cc1de` 1 17.05 65534 23257
## - abca7a848f 1 18.11 65535 23257
## - bdf934caa7 1 28.06 65545 23260
## - ffd1cdcfc1 1 31.47 65549 23261
## - `136c1727c3` 1 32.57 65550 23261
## - `60ec1426ce` 1 34.03 65551 23262
## - `65aed7dc1f` 1 39.11 65556 23263
## - fe0318e273 1 39.93 65557 23263
## - `016399044a` 1 53.89 65571 23267
## - f0a0febd35 1 54.48 65572 23267
## - `1f3058af83` 1 77.04 65594 23273
## - `87b982928b` 1 109.45 65627 23282
## - c0c3df65b1 1 110.20 65627 23282
## - a14fd026ce 1 111.64 65629 23282
## - `087235d61e` 1 137.31 65654 23289
## - `5f360995ef` 1 228.59 65746 23313
## - f013b60e50 1 233.13 65750 23315
## - `7fe6cb4c98` 1 285.92 65803 23329
## - `174825d438` 1 341.96 65859 23344
## - ea0f4a32e3 1 375.91 65893 23352
## - `8f5f7c556a` 1 402.86 65920 23360
## - `2d7fe4693a` 1 498.67 66016 23385
## - `8c2e088a3d` 1 523.58 66041 23392
## - d2c775fa99 1 717.22 66234 23443
## - `5b862c0a8f` 1 1131.56 66649 23552
## - beb6e17af1 1 1147.46 66665 23556
## - `06888ceac9_1` 1 1289.47 66807 23593
## - `9a575e82a4_1` 1 1334.57 66852 23605
## - `6db53d265a` 1 1486.31 67003 23645
## - aee1e4fc85 1 1535.15 67052 23657
## - `253eb5ef11` 1 1830.09 67347 23734
## - e86a2190c1 1 1854.63 67372 23740
##
## Step: AIC=23252.81
## target ~ `06888ceac9_1` + `7cb7913148_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 + `7841b6a5b1` +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `435dec85e2` + d4d6566f9c + `04e7268385` + `8311343404` +
## e7ee22effb + `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + fbf66c8021 + b4112a94a6 +
## `8de0382f02` + `12eda2d982` + c58f611921 + `20f1afc5c7` +
## `0b846350ef` + ac826f0013 + `7925993f42` + b9a487ac3c + aa69c802b6 +
## `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `2e874bc151` 1 1.39 65520 23251
## - `7cb7913148_6` 1 1.41 65520 23251
## - `8de0382f02` 1 1.43 65520 23251
## - b4112a94a6 1 1.43 65520 23251
## - `12eda2d982` 1 1.55 65520 23251
## - `7841b6a5b1` 1 1.96 65520 23251
## - `0b846350ef` 1 1.99 65520 23251
## - e5efa4d39a 1 2.21 65521 23251
## - d4d6566f9c 1 2.21 65521 23251
## - `435dec85e2` 1 2.21 65521 23251
## - dcfcbc2ea1 1 2.33 65521 23251
## - `29bbd86997` 1 2.38 65521 23251
## - `20f1afc5c7` 1 2.52 65521 23252
## - `7925993f42` 1 2.61 65521 23252
## - fbf66c8021 1 2.75 65521 23252
## - `7cb7913148_1` 1 2.89 65521 23252
## - `25bbf0e7e7` 1 4.31 65523 23252
## - aa69c802b6 1 5.18 65524 23252
## - b9a487ac3c 1 5.55 65524 23252
## - e7ee22effb 1 5.82 65524 23252
## - `63bcf89b1d` 1 5.85 65524 23252
## - ac826f0013 1 6.33 65525 23252
## - `8311343404` 1 6.93 65525 23253
## - c58f611921 1 7.27 65526 23253
## - `7743f273c2` 1 7.34 65526 23253
## - `298ed82b22` 1 7.38 65526 23253
## <none> 65518 23253
## - e0a0772df0 1 8.00 65526 23253
## - `8a21502326` 1 8.66 65527 23253
## - `2a457d15d9` 1 9.14 65527 23253
## - `789b5244a9` 1 9.44 65528 23253
## - ed7e658a27 1 9.45 65528 23253
## - f66b98dd69 1 10.57 65529 23254
## - `2719b72c0d` 1 10.97 65529 23254
## - `56371466d7` 1 11.13 65529 23254
## - `98475257f7` 1 11.57 65530 23254
## - `1f222e3669` 1 12.01 65530 23254
## - `1fa099bb01` 1 12.31 65531 23254
## - `7cb7913148_4` 1 12.36 65531 23254
## - `49756d8e0f` 1 12.46 65531 23254
## - `7cb7913148_2` 1 12.71 65531 23254
## - c1b8ce2354 1 12.85 65531 23254
## - `3eb53ae932` 1 12.85 65531 23254
## - ae08d2297e 1 12.98 65531 23254
## + `3df2300fa2` 1 1.24 65517 23254
## + `384bec5dd1_1` 1 1.21 65517 23254
## + ba54a2a637 1 1.20 65517 23254
## + `9b6e0b36c2` 1 1.18 65517 23254
## + `96e6f0be58` 1 1.13 65517 23254
## + fdf8628ca7 1 1.13 65517 23254
## + `173b6590ae` 1 1.08 65517 23254
## + `072b7e8f27` 1 1.06 65517 23254
## + `0342faceb5` 1 0.91 65517 23255
## + `4fc17427c8` 1 0.82 65518 23255
## + ee2ac696ff 1 0.81 65518 23255
## + `7cb7913148_5` 1 0.62 65518 23255
## + `7cb7913148_7` 1 0.47 65518 23255
## + `99d44111c9` 1 0.38 65518 23255
## + `0e2ab0831c` 1 0.26 65518 23255
## + `779d13189e` 1 0.25 65518 23255
## + `7cb7913148_3` 1 0.16 65518 23255
## + `6516422788` 1 0.14 65518 23255
## + d035af6ffa 1 0.13 65518 23255
## + `96c30c7eef` 1 0.10 65518 23255
## + b709f75447 1 0.09 65518 23255
## + `7734c0c22f` 1 0.05 65518 23255
## + `55cf3f7627` 1 0.04 65518 23255
## + fe8cdd80ba 1 0.03 65518 23255
## + `4468394575` 1 0.03 65518 23255
## + a24802caa5 1 0.02 65518 23255
## + `77b3b41efa` 1 0.01 65518 23255
## + `3e200bf766` 1 0.01 65518 23255
## - `04e7268385` 1 15.84 65534 23255
## - `55907cc1de` 1 16.96 65535 23255
## - abca7a848f 1 18.11 65536 23256
## - bdf934caa7 1 28.17 65547 23258
## - ffd1cdcfc1 1 31.36 65550 23259
## - `136c1727c3` 1 32.59 65551 23260
## - `60ec1426ce` 1 34.15 65552 23260
## - `65aed7dc1f` 1 38.97 65557 23261
## - fe0318e273 1 39.93 65558 23262
## - `016399044a` 1 53.72 65572 23265
## - f0a0febd35 1 54.53 65573 23265
## - `2bc6ab42f7` 1 55.54 65574 23266
## - `1f3058af83` 1 77.33 65596 23271
## - `87b982928b` 1 109.68 65628 23280
## - c0c3df65b1 1 110.60 65629 23280
## - a14fd026ce 1 111.82 65630 23281
## - `087235d61e` 1 137.57 65656 23288
## - `5f360995ef` 1 228.76 65747 23312
## - f013b60e50 1 232.89 65751 23313
## - `7fe6cb4c98` 1 286.09 65804 23327
## - `174825d438` 1 342.00 65860 23342
## - ea0f4a32e3 1 375.81 65894 23351
## - `8f5f7c556a` 1 402.23 65921 23358
## - `2d7fe4693a` 1 498.90 66017 23383
## - `8c2e088a3d` 1 523.06 66041 23390
## - d2c775fa99 1 716.64 66235 23441
## - `5b862c0a8f` 1 1131.53 66650 23550
## - beb6e17af1 1 1147.80 66666 23554
## - `06888ceac9_1` 1 1289.84 66808 23592
## - `9a575e82a4_1` 1 1335.31 66854 23604
## - `6db53d265a` 1 1486.03 67004 23643
## - aee1e4fc85 1 1534.36 67053 23656
## - `253eb5ef11` 1 1829.59 67348 23732
## - e86a2190c1 1 1854.76 67373 23739
##
## Step: AIC=23251.18
## target ~ `06888ceac9_1` + `7cb7913148_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 + `7841b6a5b1` +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `435dec85e2` + d4d6566f9c + `04e7268385` + `8311343404` +
## e7ee22effb + `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## dcfcbc2ea1 + `2a457d15d9` + fbf66c8021 + b4112a94a6 + `8de0382f02` +
## `12eda2d982` + c58f611921 + `20f1afc5c7` + `0b846350ef` +
## ac826f0013 + `7925993f42` + b9a487ac3c + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_6` 1 1.41 65521 23250
## - `8de0382f02` 1 1.43 65521 23250
## - b4112a94a6 1 1.43 65521 23250
## - `12eda2d982` 1 1.57 65521 23250
## - `0b846350ef` 1 1.96 65522 23250
## - `7841b6a5b1` 1 1.97 65522 23250
## - e5efa4d39a 1 2.24 65522 23250
## - dcfcbc2ea1 1 2.28 65522 23250
## - `29bbd86997` 1 2.42 65522 23250
## - `20f1afc5c7` 1 2.51 65522 23250
## - `7925993f42` 1 2.58 65522 23250
## - fbf66c8021 1 2.68 65522 23250
## - `7cb7913148_1` 1 2.92 65523 23250
## - `25bbf0e7e7` 1 4.33 65524 23250
## - aa69c802b6 1 5.19 65525 23251
## - b9a487ac3c 1 5.58 65525 23251
## - e7ee22effb 1 5.84 65526 23251
## - `63bcf89b1d` 1 5.90 65526 23251
## - ac826f0013 1 6.35 65526 23251
## - d4d6566f9c 1 6.41 65526 23251
## - `435dec85e2` 1 6.43 65526 23251
## - `8311343404` 1 6.89 65527 23251
## - c58f611921 1 7.29 65527 23251
## - `298ed82b22` 1 7.31 65527 23251
## - `7743f273c2` 1 7.42 65527 23251
## <none> 65520 23251
## - e0a0772df0 1 8.03 65528 23251
## - `8a21502326` 1 8.68 65528 23252
## - `2a457d15d9` 1 9.19 65529 23252
## - `789b5244a9` 1 9.46 65529 23252
## - ed7e658a27 1 9.47 65529 23252
## - f66b98dd69 1 10.53 65530 23252
## - `2719b72c0d` 1 10.93 65531 23252
## - `56371466d7` 1 11.05 65531 23252
## - `98475257f7` 1 11.65 65531 23252
## - `1f222e3669` 1 12.00 65532 23252
## - `1fa099bb01` 1 12.26 65532 23252
## - `7cb7913148_4` 1 12.45 65532 23252
## - `49756d8e0f` 1 12.50 65532 23252
## - `7cb7913148_2` 1 12.71 65532 23253
## - c1b8ce2354 1 12.84 65533 23253
## - `3eb53ae932` 1 12.84 65533 23253
## - ae08d2297e 1 13.04 65533 23253
## + `2e874bc151` 1 1.39 65518 23253
## + `3df2300fa2` 1 1.27 65518 23253
## + `9b6e0b36c2` 1 1.23 65518 23253
## + `384bec5dd1_1` 1 1.21 65519 23253
## + ba54a2a637 1 1.18 65519 23253
## + fdf8628ca7 1 1.16 65519 23253
## + `96e6f0be58` 1 1.16 65519 23253
## + `173b6590ae` 1 1.06 65519 23253
## + `072b7e8f27` 1 1.06 65519 23253
## + `0342faceb5` 1 0.91 65519 23253
## + `4fc17427c8` 1 0.83 65519 23253
## + ee2ac696ff 1 0.80 65519 23253
## + `7cb7913148_5` 1 0.62 65519 23253
## + `7cb7913148_7` 1 0.46 65519 23253
## + `99d44111c9` 1 0.39 65519 23253
## + `0e2ab0831c` 1 0.26 65519 23253
## + `779d13189e` 1 0.25 65519 23253
## + `7cb7913148_3` 1 0.16 65520 23253
## + `6516422788` 1 0.13 65520 23253
## + d035af6ffa 1 0.13 65520 23253
## + `96c30c7eef` 1 0.10 65520 23253
## + b709f75447 1 0.09 65520 23253
## + `7734c0c22f` 1 0.05 65520 23253
## + `55cf3f7627` 1 0.04 65520 23253
## + fe8cdd80ba 1 0.03 65520 23253
## + `4468394575` 1 0.03 65520 23253
## + a24802caa5 1 0.02 65520 23253
## + `3e200bf766` 1 0.01 65520 23253
## + `77b3b41efa` 1 0.01 65520 23253
## - `04e7268385` 1 15.86 65536 23253
## - `55907cc1de` 1 16.95 65537 23254
## - abca7a848f 1 18.10 65538 23254
## - bdf934caa7 1 28.09 65548 23257
## - ffd1cdcfc1 1 31.40 65551 23258
## - `136c1727c3` 1 32.69 65552 23258
## - `60ec1426ce` 1 34.04 65554 23258
## - `65aed7dc1f` 1 39.06 65559 23260
## - fe0318e273 1 40.00 65560 23260
## - `016399044a` 1 53.70 65573 23264
## - f0a0febd35 1 54.81 65575 23264
## - `2bc6ab42f7` 1 55.67 65575 23264
## - `1f3058af83` 1 77.15 65597 23270
## - `87b982928b` 1 109.83 65630 23278
## - c0c3df65b1 1 110.60 65630 23279
## - a14fd026ce 1 111.67 65631 23279
## - `087235d61e` 1 137.14 65657 23286
## - `5f360995ef` 1 228.68 65748 23310
## - f013b60e50 1 232.96 65753 23311
## - `7fe6cb4c98` 1 286.25 65806 23325
## - `174825d438` 1 341.94 65862 23340
## - ea0f4a32e3 1 375.40 65895 23349
## - `8f5f7c556a` 1 401.80 65922 23356
## - `2d7fe4693a` 1 498.69 66018 23382
## - `8c2e088a3d` 1 523.98 66044 23388
## - d2c775fa99 1 716.87 66237 23439
## - `5b862c0a8f` 1 1132.37 66652 23549
## - beb6e17af1 1 1147.83 66668 23553
## - `06888ceac9_1` 1 1290.48 66810 23590
## - `9a575e82a4_1` 1 1335.52 66855 23602
## - `6db53d265a` 1 1485.24 67005 23641
## - aee1e4fc85 1 1535.26 67055 23654
## - `253eb5ef11` 1 1829.24 67349 23731
## - e86a2190c1 1 1856.05 67376 23738
##
## Step: AIC=23249.56
## target ~ `06888ceac9_1` + `7cb7913148_1` + `7cb7913148_2` + `7cb7913148_4` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 +
## `8c2e088a3d` + `2d7fe4693a` + `174825d438` + `8f5f7c556a` +
## ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` + `435dec85e2` +
## d4d6566f9c + `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + b4112a94a6 + `8de0382f02` + `12eda2d982` + c58f611921 +
## `20f1afc5c7` + `0b846350ef` + ac826f0013 + `7925993f42` +
## b9a487ac3c + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `8de0382f02` 1 1.45 65523 23248
## - b4112a94a6 1 1.45 65523 23248
## - `12eda2d982` 1 1.60 65523 23248
## - `0b846350ef` 1 1.96 65523 23248
## - `7841b6a5b1` 1 1.98 65523 23248
## - e5efa4d39a 1 2.24 65523 23248
## - dcfcbc2ea1 1 2.30 65523 23248
## - `29bbd86997` 1 2.42 65524 23248
## - `20f1afc5c7` 1 2.53 65524 23248
## - `7925993f42` 1 2.58 65524 23248
## - fbf66c8021 1 2.66 65524 23248
## - `7cb7913148_1` 1 2.82 65524 23248
## - `25bbf0e7e7` 1 4.31 65525 23249
## - aa69c802b6 1 5.20 65526 23249
## - b9a487ac3c 1 5.52 65527 23249
## - e7ee22effb 1 5.74 65527 23249
## - `63bcf89b1d` 1 5.85 65527 23249
## - ac826f0013 1 6.35 65527 23249
## - d4d6566f9c 1 6.36 65527 23249
## - `435dec85e2` 1 6.38 65528 23249
## - `8311343404` 1 6.80 65528 23249
## - `298ed82b22` 1 7.23 65528 23250
## - c58f611921 1 7.28 65528 23250
## - `7743f273c2` 1 7.34 65528 23250
## <none> 65521 23250
## - e0a0772df0 1 8.04 65529 23250
## - `8a21502326` 1 8.68 65530 23250
## - `2a457d15d9` 1 9.10 65530 23250
## - `789b5244a9` 1 9.46 65531 23250
## - ed7e658a27 1 9.47 65531 23250
## - f66b98dd69 1 10.44 65532 23250
## - `2719b72c0d` 1 10.84 65532 23250
## - `56371466d7` 1 11.04 65532 23250
## - `98475257f7` 1 11.67 65533 23251
## - `1f222e3669` 1 11.90 65533 23251
## - `1fa099bb01` 1 12.13 65533 23251
## - `7cb7913148_4` 1 12.38 65534 23251
## - `7cb7913148_2` 1 12.53 65534 23251
## - `49756d8e0f` 1 12.54 65534 23251
## - c1b8ce2354 1 12.88 65534 23251
## - `3eb53ae932` 1 12.88 65534 23251
## - ae08d2297e 1 12.97 65534 23251
## + `7cb7913148_6` 1 1.41 65520 23251
## + `2e874bc151` 1 1.39 65520 23251
## + `3df2300fa2` 1 1.28 65520 23251
## + `9b6e0b36c2` 1 1.23 65520 23251
## + `384bec5dd1_1` 1 1.19 65520 23251
## + ba54a2a637 1 1.18 65520 23251
## + `96e6f0be58` 1 1.18 65520 23251
## + fdf8628ca7 1 1.16 65520 23251
## + `173b6590ae` 1 1.07 65520 23251
## + `072b7e8f27` 1 1.04 65520 23251
## + `0342faceb5` 1 0.91 65520 23251
## + `4fc17427c8` 1 0.83 65520 23251
## + ee2ac696ff 1 0.79 65520 23251
## + `7cb7913148_5` 1 0.62 65521 23251
## + `7cb7913148_7` 1 0.46 65521 23251
## + `99d44111c9` 1 0.40 65521 23252
## + `0e2ab0831c` 1 0.26 65521 23252
## + `779d13189e` 1 0.25 65521 23252
## + `7cb7913148_3` 1 0.18 65521 23252
## + `6516422788` 1 0.14 65521 23252
## + d035af6ffa 1 0.13 65521 23252
## + `96c30c7eef` 1 0.09 65521 23252
## + b709f75447 1 0.09 65521 23252
## + `7734c0c22f` 1 0.05 65521 23252
## + `55cf3f7627` 1 0.04 65521 23252
## + fe8cdd80ba 1 0.03 65521 23252
## + `4468394575` 1 0.02 65521 23252
## + a24802caa5 1 0.02 65521 23252
## + `77b3b41efa` 1 0.01 65521 23252
## + `3e200bf766` 1 0.01 65521 23252
## - `04e7268385` 1 15.87 65537 23252
## - `55907cc1de` 1 16.80 65538 23252
## - abca7a848f 1 18.10 65539 23252
## - bdf934caa7 1 28.02 65549 23255
## - ffd1cdcfc1 1 31.35 65552 23256
## - `136c1727c3` 1 32.78 65554 23256
## - `60ec1426ce` 1 34.10 65555 23257
## - `65aed7dc1f` 1 38.97 65560 23258
## - fe0318e273 1 39.94 65561 23258
## - `016399044a` 1 53.49 65575 23262
## - f0a0febd35 1 54.75 65576 23262
## - `2bc6ab42f7` 1 55.82 65577 23262
## - `1f3058af83` 1 77.36 65598 23268
## - `87b982928b` 1 109.79 65631 23277
## - c0c3df65b1 1 110.42 65632 23277
## - a14fd026ce 1 111.64 65633 23277
## - `087235d61e` 1 137.00 65658 23284
## - `5f360995ef` 1 228.83 65750 23308
## - f013b60e50 1 232.74 65754 23310
## - `7fe6cb4c98` 1 286.11 65807 23324
## - `174825d438` 1 342.22 65863 23339
## - ea0f4a32e3 1 375.07 65896 23347
## - `8f5f7c556a` 1 402.06 65923 23354
## - `2d7fe4693a` 1 498.33 66019 23380
## - `8c2e088a3d` 1 523.62 66045 23387
## - d2c775fa99 1 716.29 66237 23438
## - `5b862c0a8f` 1 1132.06 66653 23547
## - beb6e17af1 1 1147.19 66668 23551
## - `06888ceac9_1` 1 1290.17 66811 23588
## - `9a575e82a4_1` 1 1335.13 66856 23600
## - `6db53d265a` 1 1485.10 67006 23639
## - aee1e4fc85 1 1535.37 67057 23652
## - `253eb5ef11` 1 1828.11 67349 23729
## - e86a2190c1 1 1856.52 67378 23736
##
## Step: AIC=23247.94
## target ~ `06888ceac9_1` + `7cb7913148_1` + `7cb7913148_2` + `7cb7913148_4` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 +
## `8c2e088a3d` + `2d7fe4693a` + `174825d438` + `8f5f7c556a` +
## ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` + `435dec85e2` +
## d4d6566f9c + `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + b4112a94a6 + `12eda2d982` + c58f611921 + `20f1afc5c7` +
## `0b846350ef` + ac826f0013 + `7925993f42` + b9a487ac3c + aa69c802b6 +
## `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - b4112a94a6 1 1.11 65524 23246
## - `12eda2d982` 1 1.58 65524 23246
## - `0b846350ef` 1 1.97 65525 23246
## - `7841b6a5b1` 1 1.98 65525 23246
## - e5efa4d39a 1 2.26 65525 23246
## - dcfcbc2ea1 1 2.30 65525 23247
## - `29bbd86997` 1 2.43 65525 23247
## - `20f1afc5c7` 1 2.50 65525 23247
## - `7925993f42` 1 2.59 65525 23247
## - fbf66c8021 1 2.63 65525 23247
## - `7cb7913148_1` 1 2.84 65525 23247
## - `25bbf0e7e7` 1 4.33 65527 23247
## - aa69c802b6 1 5.21 65528 23247
## - b9a487ac3c 1 5.51 65528 23247
## - e7ee22effb 1 5.70 65528 23248
## - `63bcf89b1d` 1 5.87 65528 23248
## - d4d6566f9c 1 6.33 65529 23248
## - `435dec85e2` 1 6.34 65529 23248
## - ac826f0013 1 6.36 65529 23248
## - `8311343404` 1 6.78 65529 23248
## - c58f611921 1 7.25 65530 23248
## - `298ed82b22` 1 7.27 65530 23248
## - `7743f273c2` 1 7.34 65530 23248
## <none> 65523 23248
## - e0a0772df0 1 8.04 65531 23248
## - `8a21502326` 1 8.59 65531 23248
## - `2a457d15d9` 1 9.18 65532 23248
## - `789b5244a9` 1 9.37 65532 23248
## - ed7e658a27 1 9.38 65532 23248
## - f66b98dd69 1 10.56 65533 23249
## - `2719b72c0d` 1 10.96 65534 23249
## - `56371466d7` 1 11.02 65534 23249
## - `98475257f7` 1 11.66 65534 23249
## - `1f222e3669` 1 11.98 65535 23249
## - `1fa099bb01` 1 12.03 65535 23249
## - `7cb7913148_4` 1 12.40 65535 23249
## - `49756d8e0f` 1 12.44 65535 23249
## - `7cb7913148_2` 1 12.59 65535 23249
## - c1b8ce2354 1 12.91 65535 23249
## - `3eb53ae932` 1 12.91 65535 23249
## - ae08d2297e 1 12.98 65536 23249
## + `8de0382f02` 1 1.45 65521 23250
## + `7cb7913148_6` 1 1.44 65521 23250
## + `2e874bc151` 1 1.38 65521 23250
## + `3df2300fa2` 1 1.30 65521 23250
## + `9b6e0b36c2` 1 1.23 65521 23250
## + `96e6f0be58` 1 1.19 65521 23250
## + ba54a2a637 1 1.18 65521 23250
## + `384bec5dd1_1` 1 1.18 65521 23250
## + fdf8628ca7 1 1.16 65521 23250
## + `173b6590ae` 1 1.08 65522 23250
## + `072b7e8f27` 1 1.07 65522 23250
## + `0342faceb5` 1 0.90 65522 23250
## + `4fc17427c8` 1 0.83 65522 23250
## + ee2ac696ff 1 0.78 65522 23250
## + `7cb7913148_5` 1 0.63 65522 23250
## + `7cb7913148_7` 1 0.46 65522 23250
## + `99d44111c9` 1 0.39 65522 23250
## + `0e2ab0831c` 1 0.26 65522 23250
## + `779d13189e` 1 0.25 65522 23250
## + `7cb7913148_3` 1 0.18 65522 23250
## + `6516422788` 1 0.15 65522 23250
## + d035af6ffa 1 0.12 65522 23250
## + `96c30c7eef` 1 0.09 65522 23250
## + b709f75447 1 0.09 65522 23250
## + `7734c0c22f` 1 0.05 65523 23250
## + `55cf3f7627` 1 0.03 65523 23250
## + fe8cdd80ba 1 0.03 65523 23250
## + `4468394575` 1 0.02 65523 23250
## + a24802caa5 1 0.02 65523 23250
## + `77b3b41efa` 1 0.01 65523 23250
## + `3e200bf766` 1 0.01 65523 23250
## - `04e7268385` 1 15.92 65539 23250
## - `55907cc1de` 1 16.85 65539 23250
## - abca7a848f 1 18.17 65541 23251
## - bdf934caa7 1 27.95 65551 23253
## - ffd1cdcfc1 1 31.30 65554 23254
## - `136c1727c3` 1 32.91 65555 23255
## - `60ec1426ce` 1 33.99 65557 23255
## - `65aed7dc1f` 1 38.89 65561 23256
## - fe0318e273 1 40.05 65563 23257
## - `016399044a` 1 53.23 65576 23260
## - f0a0febd35 1 54.73 65577 23260
## - `2bc6ab42f7` 1 55.63 65578 23261
## - `1f3058af83` 1 77.60 65600 23267
## - `87b982928b` 1 109.50 65632 23275
## - c0c3df65b1 1 110.16 65633 23275
## - a14fd026ce 1 111.57 65634 23276
## - `087235d61e` 1 137.04 65660 23282
## - `5f360995ef` 1 229.37 65752 23307
## - f013b60e50 1 232.69 65755 23308
## - `7fe6cb4c98` 1 286.28 65809 23322
## - `174825d438` 1 341.60 65864 23337
## - ea0f4a32e3 1 375.82 65898 23346
## - `8f5f7c556a` 1 402.07 65925 23353
## - `2d7fe4693a` 1 498.37 66021 23378
## - `8c2e088a3d` 1 523.74 66046 23385
## - d2c775fa99 1 716.66 66239 23436
## - `5b862c0a8f` 1 1131.99 66655 23545
## - beb6e17af1 1 1147.53 66670 23550
## - `06888ceac9_1` 1 1290.36 66813 23587
## - `9a575e82a4_1` 1 1334.31 66857 23598
## - `6db53d265a` 1 1484.18 67007 23638
## - aee1e4fc85 1 1535.85 67058 23651
## - `253eb5ef11` 1 1828.21 67351 23727
## - e86a2190c1 1 1857.05 67380 23735
##
## Step: AIC=23246.24
## target ~ `06888ceac9_1` + `7cb7913148_1` + `7cb7913148_2` + `7cb7913148_4` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 +
## `8c2e088a3d` + `2d7fe4693a` + `174825d438` + `8f5f7c556a` +
## ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` + `435dec85e2` +
## d4d6566f9c + `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `12eda2d982` + c58f611921 + `20f1afc5c7` + `0b846350ef` +
## ac826f0013 + `7925993f42` + b9a487ac3c + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `12eda2d982` 1 1.58 65525 23245
## - `0b846350ef` 1 1.95 65526 23245
## - `7841b6a5b1` 1 1.96 65526 23245
## - e5efa4d39a 1 2.27 65526 23245
## - dcfcbc2ea1 1 2.29 65526 23245
## - `29bbd86997` 1 2.44 65526 23245
## - `20f1afc5c7` 1 2.47 65526 23245
## - fbf66c8021 1 2.58 65526 23245
## - `7925993f42` 1 2.60 65526 23245
## - `7cb7913148_1` 1 2.89 65527 23245
## - `25bbf0e7e7` 1 4.37 65528 23245
## - aa69c802b6 1 5.24 65529 23246
## - b9a487ac3c 1 5.52 65529 23246
## - e7ee22effb 1 5.67 65529 23246
## - `63bcf89b1d` 1 5.87 65530 23246
## - d4d6566f9c 1 6.33 65530 23246
## - ac826f0013 1 6.33 65530 23246
## - `435dec85e2` 1 6.34 65530 23246
## - `8311343404` 1 6.75 65530 23246
## - `298ed82b22` 1 7.26 65531 23246
## - c58f611921 1 7.29 65531 23246
## - `7743f273c2` 1 7.37 65531 23246
## <none> 65524 23246
## - e0a0772df0 1 8.00 65532 23246
## - `8a21502326` 1 8.55 65532 23246
## - `2a457d15d9` 1 9.11 65533 23247
## - `789b5244a9` 1 9.33 65533 23247
## - ed7e658a27 1 9.34 65533 23247
## - f66b98dd69 1 10.54 65534 23247
## - `2719b72c0d` 1 10.94 65535 23247
## - `56371466d7` 1 10.98 65535 23247
## - `98475257f7` 1 11.71 65535 23247
## - `1fa099bb01` 1 11.89 65536 23247
## - `1f222e3669` 1 11.96 65536 23247
## - `7cb7913148_4` 1 12.38 65536 23248
## - `49756d8e0f` 1 12.45 65536 23248
## - `7cb7913148_2` 1 12.62 65536 23248
## - c1b8ce2354 1 12.87 65537 23248
## - `3eb53ae932` 1 12.87 65537 23248
## - ae08d2297e 1 12.94 65537 23248
## + `7cb7913148_6` 1 1.46 65522 23248
## + `2e874bc151` 1 1.39 65522 23248
## + `3df2300fa2` 1 1.31 65522 23248
## + `9b6e0b36c2` 1 1.22 65522 23248
## + ba54a2a637 1 1.19 65523 23248
## + `96e6f0be58` 1 1.19 65523 23248
## + `384bec5dd1_1` 1 1.17 65523 23248
## + fdf8628ca7 1 1.16 65523 23248
## + b4112a94a6 1 1.11 65523 23248
## + `8de0382f02` 1 1.11 65523 23248
## + `173b6590ae` 1 1.10 65523 23248
## + `072b7e8f27` 1 0.91 65523 23248
## + `0342faceb5` 1 0.90 65523 23248
## + `4fc17427c8` 1 0.84 65523 23248
## + ee2ac696ff 1 0.76 65523 23248
## + `7cb7913148_5` 1 0.62 65523 23248
## + `7cb7913148_7` 1 0.47 65523 23248
## + `99d44111c9` 1 0.38 65523 23248
## + `0e2ab0831c` 1 0.26 65523 23248
## + `779d13189e` 1 0.25 65523 23248
## + `7cb7913148_3` 1 0.17 65524 23248
## + `6516422788` 1 0.16 65524 23248
## + d035af6ffa 1 0.11 65524 23248
## + `96c30c7eef` 1 0.09 65524 23248
## + b709f75447 1 0.09 65524 23248
## + `7734c0c22f` 1 0.05 65524 23248
## + `55cf3f7627` 1 0.03 65524 23248
## + fe8cdd80ba 1 0.03 65524 23248
## + `4468394575` 1 0.02 65524 23248
## + a24802caa5 1 0.02 65524 23248
## + `77b3b41efa` 1 0.01 65524 23248
## + `3e200bf766` 1 0.01 65524 23248
## - `04e7268385` 1 15.88 65540 23248
## - `55907cc1de` 1 16.93 65541 23249
## - abca7a848f 1 18.09 65542 23249
## - bdf934caa7 1 27.88 65552 23252
## - ffd1cdcfc1 1 31.34 65555 23253
## - `136c1727c3` 1 32.85 65557 23253
## - `60ec1426ce` 1 33.96 65558 23253
## - `65aed7dc1f` 1 38.95 65563 23255
## - fe0318e273 1 40.15 65564 23255
## - `016399044a` 1 53.30 65577 23258
## - f0a0febd35 1 54.88 65579 23259
## - `2bc6ab42f7` 1 55.50 65579 23259
## - `1f3058af83` 1 77.61 65601 23265
## - `87b982928b` 1 109.47 65633 23273
## - c0c3df65b1 1 110.09 65634 23274
## - a14fd026ce 1 111.52 65635 23274
## - `087235d61e` 1 137.04 65661 23281
## - `5f360995ef` 1 229.44 65753 23305
## - f013b60e50 1 232.60 65756 23306
## - `7fe6cb4c98` 1 285.87 65810 23320
## - `174825d438` 1 342.29 65866 23335
## - ea0f4a32e3 1 375.88 65900 23344
## - `8f5f7c556a` 1 402.35 65926 23351
## - `2d7fe4693a` 1 498.15 66022 23377
## - `8c2e088a3d` 1 524.20 66048 23384
## - d2c775fa99 1 716.87 66241 23434
## - `5b862c0a8f` 1 1131.99 66656 23544
## - beb6e17af1 1 1147.72 66671 23548
## - `06888ceac9_1` 1 1290.82 66815 23585
## - `9a575e82a4_1` 1 1333.72 66857 23596
## - `6db53d265a` 1 1486.22 67010 23636
## - aee1e4fc85 1 1537.19 67061 23650
## - `253eb5ef11` 1 1828.36 67352 23725
## - e86a2190c1 1 1856.57 67380 23733
##
## Step: AIC=23244.66
## target ~ `06888ceac9_1` + `7cb7913148_1` + `7cb7913148_2` + `7cb7913148_4` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 +
## `8c2e088a3d` + `2d7fe4693a` + `174825d438` + `8f5f7c556a` +
## ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` + `435dec85e2` +
## d4d6566f9c + `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + c58f611921 + `20f1afc5c7` + `0b846350ef` + ac826f0013 +
## `7925993f42` + b9a487ac3c + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7841b6a5b1` 1 1.94 65527 23243
## - `0b846350ef` 1 1.97 65527 23243
## - e5efa4d39a 1 2.27 65528 23243
## - dcfcbc2ea1 1 2.29 65528 23243
## - `29bbd86997` 1 2.45 65528 23243
## - `20f1afc5c7` 1 2.47 65528 23243
## - fbf66c8021 1 2.59 65528 23243
## - `7925993f42` 1 2.62 65528 23243
## - `7cb7913148_1` 1 2.86 65528 23243
## - `25bbf0e7e7` 1 4.31 65530 23244
## - aa69c802b6 1 5.21 65530 23244
## - b9a487ac3c 1 5.54 65531 23244
## - e7ee22effb 1 5.68 65531 23244
## - `63bcf89b1d` 1 5.82 65531 23244
## - ac826f0013 1 6.27 65532 23244
## - d4d6566f9c 1 6.36 65532 23244
## - `435dec85e2` 1 6.38 65532 23244
## - `8311343404` 1 6.82 65532 23244
## - `298ed82b22` 1 7.27 65533 23245
## - `7743f273c2` 1 7.33 65533 23245
## - c58f611921 1 7.39 65533 23245
## <none> 65525 23245
## - e0a0772df0 1 7.96 65533 23245
## - `8a21502326` 1 8.50 65534 23245
## - `2a457d15d9` 1 9.15 65534 23245
## - `789b5244a9` 1 9.27 65535 23245
## - ed7e658a27 1 9.28 65535 23245
## - f66b98dd69 1 10.54 65536 23246
## - `2719b72c0d` 1 10.94 65536 23246
## - `56371466d7` 1 10.97 65536 23246
## - `98475257f7` 1 11.64 65537 23246
## - `1fa099bb01` 1 11.84 65537 23246
## - `1f222e3669` 1 11.97 65537 23246
## - `49756d8e0f` 1 12.40 65538 23246
## - `7cb7913148_4` 1 12.41 65538 23246
## - `7cb7913148_2` 1 12.60 65538 23246
## - c1b8ce2354 1 12.84 65538 23246
## - `3eb53ae932` 1 12.84 65538 23246
## - ae08d2297e 1 12.91 65538 23246
## + `12eda2d982` 1 1.58 65524 23246
## + `7cb7913148_6` 1 1.49 65524 23246
## + `2e874bc151` 1 1.41 65524 23246
## + `3df2300fa2` 1 1.31 65524 23246
## + `9b6e0b36c2` 1 1.21 65524 23246
## + ba54a2a637 1 1.21 65524 23246
## + `96e6f0be58` 1 1.19 65524 23246
## + `384bec5dd1_1` 1 1.18 65524 23246
## + fdf8628ca7 1 1.14 65524 23246
## + b4112a94a6 1 1.11 65524 23246
## + `8de0382f02` 1 1.11 65524 23246
## + `173b6590ae` 1 1.09 65524 23246
## + `072b7e8f27` 1 0.91 65524 23246
## + `0342faceb5` 1 0.89 65524 23246
## + `4fc17427c8` 1 0.85 65524 23246
## + ee2ac696ff 1 0.79 65524 23246
## + `7cb7913148_5` 1 0.66 65525 23246
## + `7cb7913148_7` 1 0.49 65525 23246
## + `99d44111c9` 1 0.39 65525 23247
## + `0e2ab0831c` 1 0.27 65525 23247
## + `779d13189e` 1 0.25 65525 23247
## + `7cb7913148_3` 1 0.16 65525 23247
## + `6516422788` 1 0.15 65525 23247
## + d035af6ffa 1 0.11 65525 23247
## + b709f75447 1 0.09 65525 23247
## + `96c30c7eef` 1 0.09 65525 23247
## + `7734c0c22f` 1 0.05 65525 23247
## + fe8cdd80ba 1 0.03 65525 23247
## + `55cf3f7627` 1 0.03 65525 23247
## + `4468394575` 1 0.02 65525 23247
## + a24802caa5 1 0.02 65525 23247
## + `77b3b41efa` 1 0.01 65525 23247
## + `3e200bf766` 1 0.01 65525 23247
## - `04e7268385` 1 15.88 65541 23247
## - `55907cc1de` 1 16.87 65542 23247
## - abca7a848f 1 18.12 65543 23248
## - bdf934caa7 1 27.80 65553 23250
## - ffd1cdcfc1 1 31.17 65556 23251
## - `136c1727c3` 1 32.88 65558 23251
## - `60ec1426ce` 1 33.99 65559 23252
## - `65aed7dc1f` 1 38.85 65564 23253
## - fe0318e273 1 40.26 65566 23253
## - `016399044a` 1 53.29 65579 23257
## - f0a0febd35 1 55.10 65580 23257
## - `2bc6ab42f7` 1 55.43 65581 23257
## - `1f3058af83` 1 77.68 65603 23263
## - `87b982928b` 1 109.70 65635 23272
## - c0c3df65b1 1 110.18 65635 23272
## - a14fd026ce 1 111.54 65637 23272
## - `087235d61e` 1 137.27 65663 23279
## - `5f360995ef` 1 229.63 65755 23304
## - f013b60e50 1 232.98 65758 23305
## - `7fe6cb4c98` 1 285.67 65811 23319
## - `174825d438` 1 342.15 65867 23334
## - ea0f4a32e3 1 375.56 65901 23343
## - `8f5f7c556a` 1 402.16 65927 23350
## - `2d7fe4693a` 1 498.49 66024 23375
## - `8c2e088a3d` 1 523.81 66049 23382
## - d2c775fa99 1 716.96 66242 23433
## - `5b862c0a8f` 1 1131.47 66657 23542
## - beb6e17af1 1 1147.37 66673 23546
## - `06888ceac9_1` 1 1291.26 66817 23584
## - `9a575e82a4_1` 1 1333.18 66858 23595
## - `6db53d265a` 1 1485.26 67011 23634
## - aee1e4fc85 1 1537.17 67062 23648
## - `253eb5ef11` 1 1828.49 67354 23724
## - e86a2190c1 1 1858.36 67384 23732
##
## Step: AIC=23243.18
## target ~ `06888ceac9_1` + `7cb7913148_1` + `7cb7913148_2` + `7cb7913148_4` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` + `435dec85e2` +
## d4d6566f9c + `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + c58f611921 + `20f1afc5c7` + `0b846350ef` + ac826f0013 +
## `7925993f42` + b9a487ac3c + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `0b846350ef` 1 1.97 65529 23242
## - e5efa4d39a 1 2.28 65530 23242
## - dcfcbc2ea1 1 2.35 65530 23242
## - `20f1afc5c7` 1 2.42 65530 23242
## - `29bbd86997` 1 2.46 65530 23242
## - fbf66c8021 1 2.60 65530 23242
## - `7925993f42` 1 2.60 65530 23242
## - `7cb7913148_1` 1 2.86 65530 23242
## - `25bbf0e7e7` 1 4.31 65532 23242
## - aa69c802b6 1 5.24 65532 23243
## - b9a487ac3c 1 5.52 65533 23243
## - e7ee22effb 1 5.68 65533 23243
## - `63bcf89b1d` 1 5.85 65533 23243
## - ac826f0013 1 6.26 65533 23243
## - d4d6566f9c 1 6.38 65534 23243
## - `435dec85e2` 1 6.39 65534 23243
## - `8311343404` 1 6.78 65534 23243
## - `298ed82b22` 1 7.27 65534 23243
## - `7743f273c2` 1 7.34 65535 23243
## - c58f611921 1 7.36 65535 23243
## <none> 65527 23243
## - `8a21502326` 1 8.50 65536 23243
## - `2a457d15d9` 1 9.16 65536 23244
## - `789b5244a9` 1 9.28 65536 23244
## - ed7e658a27 1 9.29 65537 23244
## - f66b98dd69 1 10.53 65538 23244
## - `2719b72c0d` 1 10.93 65538 23244
## - `56371466d7` 1 11.02 65538 23244
## - `98475257f7` 1 11.70 65539 23244
## - `1fa099bb01` 1 11.87 65539 23244
## - `1f222e3669` 1 11.90 65539 23244
## - `7cb7913148_4` 1 12.39 65540 23244
## - `49756d8e0f` 1 12.41 65540 23244
## - `7cb7913148_2` 1 12.53 65540 23244
## - c1b8ce2354 1 12.84 65540 23245
## - `3eb53ae932` 1 12.84 65540 23245
## + `7841b6a5b1` 1 1.94 65525 23245
## - ae08d2297e 1 13.07 65540 23245
## + `12eda2d982` 1 1.57 65526 23245
## + `7cb7913148_6` 1 1.50 65526 23245
## + `2e874bc151` 1 1.42 65526 23245
## + `3df2300fa2` 1 1.30 65526 23245
## + `9b6e0b36c2` 1 1.23 65526 23245
## + ba54a2a637 1 1.23 65526 23245
## + `384bec5dd1_1` 1 1.20 65526 23245
## + `96e6f0be58` 1 1.17 65526 23245
## + fdf8628ca7 1 1.16 65526 23245
## + b4112a94a6 1 1.09 65526 23245
## + `8de0382f02` 1 1.09 65526 23245
## + `173b6590ae` 1 1.08 65526 23245
## + `072b7e8f27` 1 0.90 65526 23245
## + `0342faceb5` 1 0.88 65526 23245
## + `4fc17427c8` 1 0.88 65526 23245
## + ee2ac696ff 1 0.76 65526 23245
## + `7cb7913148_5` 1 0.65 65527 23245
## + `7cb7913148_7` 1 0.49 65527 23245
## + `99d44111c9` 1 0.41 65527 23245
## + `0e2ab0831c` 1 0.28 65527 23245
## + `779d13189e` 1 0.26 65527 23245
## + `7cb7913148_3` 1 0.15 65527 23245
## + `6516422788` 1 0.14 65527 23245
## + d035af6ffa 1 0.10 65527 23245
## + b709f75447 1 0.09 65527 23245
## + `96c30c7eef` 1 0.08 65527 23245
## + `7734c0c22f` 1 0.04 65527 23245
## + fe8cdd80ba 1 0.03 65527 23245
## + `4468394575` 1 0.03 65527 23245
## + `55cf3f7627` 1 0.02 65527 23245
## + a24802caa5 1 0.02 65527 23245
## + `77b3b41efa` 1 0.01 65527 23245
## + `3e200bf766` 1 0.01 65527 23245
## - `04e7268385` 1 15.89 65543 23245
## - `55907cc1de` 1 16.98 65544 23246
## - abca7a848f 1 18.00 65545 23246
## - bdf934caa7 1 27.73 65555 23249
## - ffd1cdcfc1 1 31.36 65559 23250
## - `136c1727c3` 1 32.92 65560 23250
## - `60ec1426ce` 1 33.91 65561 23250
## - `65aed7dc1f` 1 38.81 65566 23252
## - fe0318e273 1 40.29 65568 23252
## - `016399044a` 1 53.18 65580 23255
## - `2bc6ab42f7` 1 55.35 65583 23256
## - f0a0febd35 1 55.38 65583 23256
## - `1f3058af83` 1 77.53 65605 23262
## - `87b982928b` 1 109.45 65637 23270
## - c0c3df65b1 1 110.46 65638 23271
## - a14fd026ce 1 111.90 65639 23271
## - `087235d61e` 1 137.17 65664 23278
## - `5f360995ef` 1 229.85 65757 23302
## - f013b60e50 1 233.20 65760 23303
## - `7fe6cb4c98` 1 285.45 65813 23317
## - `174825d438` 1 341.62 65869 23332
## - ea0f4a32e3 1 375.74 65903 23341
## - `8f5f7c556a` 1 401.71 65929 23348
## - `2d7fe4693a` 1 498.17 66025 23374
## - `8c2e088a3d` 1 523.33 66051 23380
## - e0a0772df0 1 695.22 66222 23426
## - d2c775fa99 1 717.01 66244 23431
## - `5b862c0a8f` 1 1131.67 66659 23540
## - beb6e17af1 1 1146.54 66674 23544
## - `06888ceac9_1` 1 1291.92 66819 23582
## - `9a575e82a4_1` 1 1332.78 66860 23593
## - `6db53d265a` 1 1483.92 67011 23633
## - aee1e4fc85 1 1537.74 67065 23647
## - `253eb5ef11` 1 1828.69 67356 23722
## - e86a2190c1 1 1858.28 67386 23730
##
## Step: AIC=23241.71
## target ~ `06888ceac9_1` + `7cb7913148_1` + `7cb7913148_2` + `7cb7913148_4` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` + `435dec85e2` +
## d4d6566f9c + `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + c58f611921 + `20f1afc5c7` + ac826f0013 + `7925993f42` +
## b9a487ac3c + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - e5efa4d39a 1 2.28 65531 23240
## - dcfcbc2ea1 1 2.33 65532 23240
## - `20f1afc5c7` 1 2.43 65532 23240
## - `29bbd86997` 1 2.46 65532 23240
## - fbf66c8021 1 2.62 65532 23240
## - `7925993f42` 1 2.71 65532 23240
## - `7cb7913148_1` 1 2.87 65532 23240
## - `25bbf0e7e7` 1 4.34 65534 23241
## - aa69c802b6 1 5.24 65534 23241
## - b9a487ac3c 1 5.50 65535 23241
## - e7ee22effb 1 5.72 65535 23241
## - `63bcf89b1d` 1 5.82 65535 23241
## - ac826f0013 1 6.32 65536 23241
## - d4d6566f9c 1 6.34 65536 23241
## - `435dec85e2` 1 6.35 65536 23241
## - `8311343404` 1 6.80 65536 23242
## - `298ed82b22` 1 7.17 65536 23242
## - `7743f273c2` 1 7.35 65537 23242
## - c58f611921 1 7.36 65537 23242
## <none> 65529 23242
## - `8a21502326` 1 8.45 65538 23242
## - `789b5244a9` 1 9.22 65538 23242
## - ed7e658a27 1 9.23 65538 23242
## - `2a457d15d9` 1 9.24 65538 23242
## - f66b98dd69 1 10.57 65540 23242
## - `2719b72c0d` 1 10.97 65540 23243
## - `56371466d7` 1 11.05 65540 23243
## - `1fa099bb01` 1 11.74 65541 23243
## - `98475257f7` 1 11.76 65541 23243
## - `1f222e3669` 1 11.78 65541 23243
## - `7cb7913148_2` 1 12.38 65542 23243
## - `7cb7913148_4` 1 12.39 65542 23243
## - `49756d8e0f` 1 12.42 65542 23243
## - c1b8ce2354 1 12.88 65542 23243
## - `3eb53ae932` 1 12.88 65542 23243
## + `0b846350ef` 1 1.97 65527 23243
## + `7841b6a5b1` 1 1.95 65527 23243
## - ae08d2297e 1 13.10 65542 23243
## + `12eda2d982` 1 1.58 65528 23243
## + `7cb7913148_6` 1 1.50 65528 23243
## + `2e874bc151` 1 1.39 65528 23243
## + `3df2300fa2` 1 1.29 65528 23243
## + `9b6e0b36c2` 1 1.23 65528 23243
## + ba54a2a637 1 1.23 65528 23243
## + `384bec5dd1_1` 1 1.21 65528 23243
## + fdf8628ca7 1 1.17 65528 23243
## + `96e6f0be58` 1 1.15 65528 23243
## + `173b6590ae` 1 1.12 65528 23243
## + b4112a94a6 1 1.06 65528 23243
## + `8de0382f02` 1 1.06 65528 23243
## + `4fc17427c8` 1 0.88 65528 23244
## + `072b7e8f27` 1 0.88 65528 23244
## + `0342faceb5` 1 0.85 65528 23244
## + ee2ac696ff 1 0.76 65528 23244
## + `7cb7913148_5` 1 0.65 65529 23244
## + `7cb7913148_7` 1 0.49 65529 23244
## + `99d44111c9` 1 0.40 65529 23244
## + `0e2ab0831c` 1 0.28 65529 23244
## + `779d13189e` 1 0.26 65529 23244
## + `7cb7913148_3` 1 0.15 65529 23244
## + `6516422788` 1 0.13 65529 23244
## + d035af6ffa 1 0.10 65529 23244
## + b709f75447 1 0.09 65529 23244
## + `96c30c7eef` 1 0.09 65529 23244
## + `7734c0c22f` 1 0.04 65529 23244
## + `4468394575` 1 0.04 65529 23244
## + fe8cdd80ba 1 0.03 65529 23244
## + `55cf3f7627` 1 0.02 65529 23244
## + a24802caa5 1 0.02 65529 23244
## + `77b3b41efa` 1 0.01 65529 23244
## + `3e200bf766` 1 0.01 65529 23244
## - `04e7268385` 1 15.84 65545 23244
## - `55907cc1de` 1 16.93 65546 23244
## - abca7a848f 1 17.98 65547 23244
## - bdf934caa7 1 27.78 65557 23247
## - ffd1cdcfc1 1 31.20 65560 23248
## - `136c1727c3` 1 32.94 65562 23248
## - `60ec1426ce` 1 33.89 65563 23249
## - `65aed7dc1f` 1 38.92 65568 23250
## - fe0318e273 1 40.32 65570 23250
## - `016399044a` 1 53.04 65582 23254
## - f0a0febd35 1 55.49 65585 23254
## - `2bc6ab42f7` 1 55.56 65585 23254
## - `1f3058af83` 1 77.48 65607 23260
## - `87b982928b` 1 109.30 65638 23269
## - c0c3df65b1 1 110.47 65640 23269
## - a14fd026ce 1 111.74 65641 23270
## - `087235d61e` 1 137.42 65667 23276
## - `5f360995ef` 1 229.85 65759 23301
## - f013b60e50 1 233.47 65763 23302
## - `7fe6cb4c98` 1 285.81 65815 23316
## - `174825d438` 1 341.67 65871 23331
## - ea0f4a32e3 1 375.41 65905 23340
## - `8f5f7c556a` 1 402.04 65931 23347
## - `2d7fe4693a` 1 497.96 66027 23372
## - `8c2e088a3d` 1 523.21 66052 23379
## - e0a0772df0 1 694.47 66224 23424
## - d2c775fa99 1 717.57 66247 23430
## - `5b862c0a8f` 1 1130.96 66660 23539
## - beb6e17af1 1 1145.57 66675 23543
## - `06888ceac9_1` 1 1292.21 66821 23581
## - `9a575e82a4_1` 1 1332.87 66862 23592
## - `6db53d265a` 1 1485.71 67015 23632
## - aee1e4fc85 1 1538.83 67068 23646
## - `253eb5ef11` 1 1829.01 67358 23721
## - e86a2190c1 1 1857.56 67387 23728
##
## Step: AIC=23240.32
## target ~ `06888ceac9_1` + `7cb7913148_1` + `7cb7913148_2` + `7cb7913148_4` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` + `435dec85e2` +
## d4d6566f9c + `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + c58f611921 + `20f1afc5c7` + ac826f0013 + `7925993f42` +
## b9a487ac3c + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - dcfcbc2ea1 1 2.38 65534 23239
## - `20f1afc5c7` 1 2.44 65534 23239
## - fbf66c8021 1 2.61 65534 23239
## - `7925993f42` 1 2.67 65534 23239
## - `7cb7913148_1` 1 2.80 65534 23239
## - `25bbf0e7e7` 1 4.28 65536 23240
## - aa69c802b6 1 5.24 65537 23240
## - b9a487ac3c 1 5.48 65537 23240
## - e7ee22effb 1 5.76 65537 23240
## - `63bcf89b1d` 1 5.82 65537 23240
## - ac826f0013 1 6.31 65538 23240
## - d4d6566f9c 1 6.40 65538 23240
## - `435dec85e2` 1 6.41 65538 23240
## - `8311343404` 1 6.68 65538 23240
## - `298ed82b22` 1 7.24 65539 23240
## - c58f611921 1 7.36 65539 23240
## - `7743f273c2` 1 7.44 65539 23240
## <none> 65531 23240
## - `8a21502326` 1 8.34 65540 23240
## - `789b5244a9` 1 9.11 65541 23241
## - ed7e658a27 1 9.12 65541 23241
## - `2a457d15d9` 1 9.21 65541 23241
## - `29bbd86997` 1 9.93 65541 23241
## - f66b98dd69 1 10.44 65542 23241
## - `2719b72c0d` 1 10.84 65542 23241
## - `56371466d7` 1 11.13 65543 23241
## - `98475257f7` 1 11.71 65543 23241
## - `1fa099bb01` 1 11.78 65543 23242
## - `1f222e3669` 1 11.80 65543 23242
## - `7cb7913148_2` 1 12.35 65544 23242
## - `7cb7913148_4` 1 12.38 65544 23242
## - `49756d8e0f` 1 12.42 65544 23242
## + e5efa4d39a 1 2.28 65529 23242
## + `0b846350ef` 1 1.98 65530 23242
## + `7841b6a5b1` 1 1.96 65530 23242
## - c1b8ce2354 1 13.10 65545 23242
## - `3eb53ae932` 1 13.10 65545 23242
## - ae08d2297e 1 13.12 65545 23242
## + `12eda2d982` 1 1.59 65530 23242
## + `7cb7913148_6` 1 1.50 65530 23242
## + `2e874bc151` 1 1.43 65530 23242
## + `3df2300fa2` 1 1.30 65530 23242
## + `384bec5dd1_1` 1 1.25 65530 23242
## + `9b6e0b36c2` 1 1.23 65530 23242
## + ba54a2a637 1 1.23 65530 23242
## + `96e6f0be58` 1 1.16 65530 23242
## + `173b6590ae` 1 1.16 65530 23242
## + fdf8628ca7 1 1.15 65530 23242
## + b4112a94a6 1 1.07 65530 23242
## + `8de0382f02` 1 1.07 65530 23242
## + `072b7e8f27` 1 0.89 65531 23242
## + `4fc17427c8` 1 0.88 65531 23242
## + `0342faceb5` 1 0.86 65531 23242
## + ee2ac696ff 1 0.76 65531 23242
## + `7cb7913148_5` 1 0.65 65531 23242
## + `7cb7913148_7` 1 0.49 65531 23242
## + `99d44111c9` 1 0.40 65531 23242
## + `0e2ab0831c` 1 0.28 65531 23242
## + `779d13189e` 1 0.25 65531 23242
## + `7cb7913148_3` 1 0.16 65531 23242
## + `6516422788` 1 0.13 65531 23242
## + d035af6ffa 1 0.10 65531 23242
## + `96c30c7eef` 1 0.10 65531 23242
## + b709f75447 1 0.09 65531 23242
## + `7734c0c22f` 1 0.04 65531 23242
## + `4468394575` 1 0.04 65531 23242
## + fe8cdd80ba 1 0.04 65531 23242
## + `55cf3f7627` 1 0.02 65531 23242
## + a24802caa5 1 0.02 65531 23242
## + `77b3b41efa` 1 0.01 65531 23242
## + `3e200bf766` 1 0.01 65531 23242
## - `04e7268385` 1 15.88 65547 23243
## - `55907cc1de` 1 17.02 65548 23243
## - abca7a848f 1 18.01 65549 23243
## - bdf934caa7 1 27.67 65559 23246
## - ffd1cdcfc1 1 31.27 65563 23247
## - `136c1727c3` 1 32.90 65564 23247
## - `60ec1426ce` 1 33.84 65565 23247
## - `65aed7dc1f` 1 38.97 65570 23249
## - fe0318e273 1 40.29 65572 23249
## - `016399044a` 1 53.16 65585 23252
## - f0a0febd35 1 55.33 65587 23253
## - `2bc6ab42f7` 1 55.45 65587 23253
## - `1f3058af83` 1 77.47 65609 23259
## - `87b982928b` 1 109.05 65641 23267
## - c0c3df65b1 1 110.59 65642 23268
## - a14fd026ce 1 111.96 65643 23268
## - `087235d61e` 1 137.16 65669 23275
## - `5f360995ef` 1 230.05 65762 23300
## - f013b60e50 1 233.05 65765 23300
## - `7fe6cb4c98` 1 286.15 65818 23314
## - `174825d438` 1 341.69 65873 23329
## - ea0f4a32e3 1 374.94 65906 23338
## - `8f5f7c556a` 1 402.29 65934 23345
## - `2d7fe4693a` 1 498.98 66030 23371
## - `8c2e088a3d` 1 523.99 66055 23378
## - e0a0772df0 1 694.72 66226 23423
## - d2c775fa99 1 718.52 66250 23429
## - `5b862c0a8f` 1 1131.19 66663 23538
## - beb6e17af1 1 1145.68 66677 23541
## - `06888ceac9_1` 1 1293.23 66825 23580
## - `9a575e82a4_1` 1 1332.97 66864 23590
## - `6db53d265a` 1 1485.17 67017 23630
## - aee1e4fc85 1 1538.24 67070 23644
## - `253eb5ef11` 1 1829.57 67361 23720
## - e86a2190c1 1 1857.05 67389 23727
##
## Step: AIC=23238.95
## target ~ `06888ceac9_1` + `7cb7913148_1` + `7cb7913148_2` + `7cb7913148_4` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` + `435dec85e2` +
## d4d6566f9c + `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2a457d15d9` + fbf66c8021 +
## c58f611921 + `20f1afc5c7` + ac826f0013 + `7925993f42` + b9a487ac3c +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `20f1afc5c7` 1 2.49 65536 23238
## - fbf66c8021 1 2.57 65536 23238
## - `7925993f42` 1 2.67 65537 23238
## - `7cb7913148_1` 1 2.82 65537 23238
## - `25bbf0e7e7` 1 4.30 65538 23238
## - aa69c802b6 1 5.19 65539 23238
## - b9a487ac3c 1 5.55 65539 23238
## - `63bcf89b1d` 1 5.82 65540 23238
## - e7ee22effb 1 5.85 65540 23238
## - ac826f0013 1 6.24 65540 23239
## - d4d6566f9c 1 6.36 65540 23239
## - `435dec85e2` 1 6.37 65540 23239
## - `8311343404` 1 6.63 65540 23239
## - `298ed82b22` 1 7.21 65541 23239
## - `7743f273c2` 1 7.40 65541 23239
## - c58f611921 1 7.44 65541 23239
## <none> 65534 23239
## - `8a21502326` 1 8.26 65542 23239
## - `789b5244a9` 1 9.02 65543 23239
## - ed7e658a27 1 9.03 65543 23239
## - `2a457d15d9` 1 9.23 65543 23239
## - `29bbd86997` 1 9.99 65544 23240
## - f66b98dd69 1 10.49 65544 23240
## - `2719b72c0d` 1 10.89 65545 23240
## - `56371466d7` 1 11.21 65545 23240
## - `1f222e3669` 1 11.70 65546 23240
## - `98475257f7` 1 11.71 65546 23240
## - `1fa099bb01` 1 11.75 65546 23240
## - `7cb7913148_2` 1 12.31 65546 23240
## - `7cb7913148_4` 1 12.37 65546 23240
## - `49756d8e0f` 1 12.48 65546 23240
## + dcfcbc2ea1 1 2.38 65531 23240
## + e5efa4d39a 1 2.34 65532 23240
## + `7841b6a5b1` 1 2.01 65532 23240
## + `0b846350ef` 1 1.95 65532 23240
## - ae08d2297e 1 13.10 65547 23240
## - c1b8ce2354 1 13.16 65547 23240
## - `3eb53ae932` 1 13.16 65547 23240
## + `12eda2d982` 1 1.59 65532 23240
## + `7cb7913148_6` 1 1.51 65532 23240
## + `2e874bc151` 1 1.38 65532 23241
## + `3df2300fa2` 1 1.26 65533 23241
## + `384bec5dd1_1` 1 1.25 65533 23241
## + `9b6e0b36c2` 1 1.25 65533 23241
## + ba54a2a637 1 1.23 65533 23241
## + fdf8628ca7 1 1.14 65533 23241
## + `173b6590ae` 1 1.14 65533 23241
## + `96e6f0be58` 1 1.14 65533 23241
## + b4112a94a6 1 1.07 65533 23241
## + `8de0382f02` 1 1.07 65533 23241
## + `4fc17427c8` 1 0.92 65533 23241
## + `072b7e8f27` 1 0.88 65533 23241
## + `0342faceb5` 1 0.83 65533 23241
## + ee2ac696ff 1 0.77 65533 23241
## + `7cb7913148_5` 1 0.68 65533 23241
## + `7cb7913148_7` 1 0.48 65533 23241
## + `99d44111c9` 1 0.43 65533 23241
## + `0e2ab0831c` 1 0.28 65534 23241
## + `779d13189e` 1 0.25 65534 23241
## + `7cb7913148_3` 1 0.16 65534 23241
## + `6516422788` 1 0.13 65534 23241
## + d035af6ffa 1 0.10 65534 23241
## + b709f75447 1 0.10 65534 23241
## + `96c30c7eef` 1 0.08 65534 23241
## + `7734c0c22f` 1 0.05 65534 23241
## + `4468394575` 1 0.04 65534 23241
## + fe8cdd80ba 1 0.03 65534 23241
## + `55cf3f7627` 1 0.02 65534 23241
## + a24802caa5 1 0.02 65534 23241
## + `77b3b41efa` 1 0.01 65534 23241
## + `3e200bf766` 1 0.01 65534 23241
## - `04e7268385` 1 15.84 65550 23241
## - `55907cc1de` 1 16.91 65551 23242
## - abca7a848f 1 18.19 65552 23242
## - bdf934caa7 1 27.79 65562 23244
## - ffd1cdcfc1 1 31.28 65565 23245
## - `136c1727c3` 1 33.03 65567 23246
## - `60ec1426ce` 1 33.71 65568 23246
## - `65aed7dc1f` 1 38.76 65573 23247
## - fe0318e273 1 40.18 65574 23248
## - `016399044a` 1 53.21 65587 23251
## - f0a0febd35 1 55.41 65589 23252
## - `2bc6ab42f7` 1 55.58 65589 23252
## - `1f3058af83` 1 77.45 65611 23258
## - `87b982928b` 1 109.13 65643 23266
## - c0c3df65b1 1 110.68 65645 23266
## - a14fd026ce 1 111.95 65646 23267
## - `087235d61e` 1 137.24 65671 23274
## - `5f360995ef` 1 230.22 65764 23298
## - f013b60e50 1 233.11 65767 23299
## - `7fe6cb4c98` 1 287.17 65821 23313
## - `174825d438` 1 341.55 65875 23328
## - ea0f4a32e3 1 375.03 65909 23337
## - `8f5f7c556a` 1 402.03 65936 23344
## - `2d7fe4693a` 1 498.96 66033 23370
## - `8c2e088a3d` 1 525.14 66059 23376
## - e0a0772df0 1 694.20 66228 23421
## - d2c775fa99 1 718.78 66253 23428
## - `5b862c0a8f` 1 1130.86 66665 23536
## - beb6e17af1 1 1145.11 66679 23540
## - `06888ceac9_1` 1 1293.32 66827 23579
## - `9a575e82a4_1` 1 1332.61 66866 23589
## - `6db53d265a` 1 1484.66 67019 23629
## - aee1e4fc85 1 1537.19 67071 23642
## - `253eb5ef11` 1 1827.79 67362 23718
## - e86a2190c1 1 1855.26 67389 23725
##
## Step: AIC=23237.62
## target ~ `06888ceac9_1` + `7cb7913148_1` + `7cb7913148_2` + `7cb7913148_4` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` + `435dec85e2` +
## d4d6566f9c + `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2a457d15d9` + fbf66c8021 +
## c58f611921 + ac826f0013 + `7925993f42` + b9a487ac3c + aa69c802b6 +
## `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - fbf66c8021 1 2.61 65539 23236
## - `7925993f42` 1 2.67 65539 23236
## - `7cb7913148_1` 1 2.75 65539 23236
## - `25bbf0e7e7` 1 4.30 65541 23237
## - aa69c802b6 1 5.13 65541 23237
## - b9a487ac3c 1 5.61 65542 23237
## - e7ee22effb 1 5.82 65542 23237
## - `63bcf89b1d` 1 5.83 65542 23237
## - ac826f0013 1 6.33 65543 23237
## - d4d6566f9c 1 6.43 65543 23237
## - `435dec85e2` 1 6.44 65543 23237
## - `8311343404` 1 6.64 65543 23237
## - `298ed82b22` 1 7.14 65543 23238
## - `7743f273c2` 1 7.40 65544 23238
## - c58f611921 1 7.43 65544 23238
## <none> 65536 23238
## - `8a21502326` 1 8.20 65545 23238
## - `789b5244a9` 1 8.96 65545 23238
## - ed7e658a27 1 8.97 65545 23238
## - `2a457d15d9` 1 9.32 65546 23238
## - `29bbd86997` 1 9.96 65546 23238
## - f66b98dd69 1 10.52 65547 23238
## - `2719b72c0d` 1 10.92 65547 23238
## - `56371466d7` 1 11.17 65548 23239
## - `98475257f7` 1 11.59 65548 23239
## - `1fa099bb01` 1 11.63 65548 23239
## - `1f222e3669` 1 11.82 65548 23239
## - `7cb7913148_2` 1 12.23 65549 23239
## - `49756d8e0f` 1 12.47 65549 23239
## - `7cb7913148_4` 1 12.49 65549 23239
## + `20f1afc5c7` 1 2.49 65534 23239
## + dcfcbc2ea1 1 2.43 65534 23239
## + e5efa4d39a 1 2.35 65534 23239
## + `0b846350ef` 1 1.97 65534 23239
## + `7841b6a5b1` 1 1.95 65534 23239
## - c1b8ce2354 1 13.10 65549 23239
## - `3eb53ae932` 1 13.10 65549 23239
## - ae08d2297e 1 13.18 65550 23239
## + `12eda2d982` 1 1.59 65535 23239
## + `7cb7913148_6` 1 1.53 65535 23239
## + `2e874bc151` 1 1.37 65535 23239
## + `9b6e0b36c2` 1 1.26 65535 23239
## + `3df2300fa2` 1 1.25 65535 23239
## + ba54a2a637 1 1.23 65535 23239
## + `384bec5dd1_1` 1 1.23 65535 23239
## + `173b6590ae` 1 1.16 65535 23239
## + `96e6f0be58` 1 1.13 65535 23239
## + fdf8628ca7 1 1.12 65535 23239
## + b4112a94a6 1 1.04 65535 23239
## + `8de0382f02` 1 1.04 65535 23239
## + `4fc17427c8` 1 0.95 65535 23239
## + `072b7e8f27` 1 0.86 65535 23239
## + `0342faceb5` 1 0.82 65536 23239
## + ee2ac696ff 1 0.76 65536 23239
## + `7cb7913148_5` 1 0.67 65536 23239
## + `7cb7913148_7` 1 0.48 65536 23240
## + `99d44111c9` 1 0.46 65536 23240
## + `0e2ab0831c` 1 0.27 65536 23240
## + `779d13189e` 1 0.25 65536 23240
## + `7cb7913148_3` 1 0.17 65536 23240
## + `6516422788` 1 0.12 65536 23240
## + d035af6ffa 1 0.10 65536 23240
## + b709f75447 1 0.10 65536 23240
## + `96c30c7eef` 1 0.10 65536 23240
## + `7734c0c22f` 1 0.05 65536 23240
## + `4468394575` 1 0.05 65536 23240
## + fe8cdd80ba 1 0.03 65536 23240
## + `55cf3f7627` 1 0.02 65536 23240
## + a24802caa5 1 0.02 65536 23240
## + `77b3b41efa` 1 0.01 65536 23240
## + `3e200bf766` 1 0.01 65536 23240
## - `04e7268385` 1 16.12 65552 23240
## - `55907cc1de` 1 16.85 65553 23240
## - abca7a848f 1 18.27 65555 23240
## - bdf934caa7 1 27.56 65564 23243
## - ffd1cdcfc1 1 31.17 65568 23244
## - `136c1727c3` 1 33.01 65569 23244
## - `60ec1426ce` 1 33.59 65570 23245
## - `65aed7dc1f` 1 38.75 65575 23246
## - fe0318e273 1 40.23 65577 23246
## - `016399044a` 1 53.43 65590 23250
## - f0a0febd35 1 55.22 65592 23250
## - `2bc6ab42f7` 1 55.86 65592 23250
## - `1f3058af83` 1 77.58 65614 23256
## - `87b982928b` 1 109.39 65646 23265
## - c0c3df65b1 1 110.93 65647 23265
## - a14fd026ce 1 112.09 65648 23266
## - `087235d61e` 1 137.48 65674 23272
## - `5f360995ef` 1 230.67 65767 23297
## - f013b60e50 1 233.13 65769 23298
## - `7fe6cb4c98` 1 286.85 65823 23312
## - `174825d438` 1 342.09 65878 23327
## - ea0f4a32e3 1 375.02 65911 23335
## - `8f5f7c556a` 1 401.79 65938 23342
## - `2d7fe4693a` 1 499.55 66036 23368
## - `8c2e088a3d` 1 524.76 66061 23375
## - e0a0772df0 1 694.60 66231 23420
## - d2c775fa99 1 719.37 66256 23426
## - `5b862c0a8f` 1 1129.95 66666 23534
## - beb6e17af1 1 1144.86 66681 23538
## - `06888ceac9_1` 1 1293.01 66829 23577
## - `9a575e82a4_1` 1 1333.94 66870 23588
## - `6db53d265a` 1 1485.24 67022 23627
## - aee1e4fc85 1 1536.48 67073 23641
## - `253eb5ef11` 1 1827.19 67364 23716
## - e86a2190c1 1 1855.65 67392 23724
##
## Step: AIC=23236.31
## target ~ `06888ceac9_1` + `7cb7913148_1` + `7cb7913148_2` + `7cb7913148_4` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` + `435dec85e2` +
## d4d6566f9c + `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2a457d15d9` + c58f611921 +
## ac826f0013 + `7925993f42` + b9a487ac3c + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7925993f42` 1 2.64 65542 23235
## - `7cb7913148_1` 1 2.74 65542 23235
## - `25bbf0e7e7` 1 4.27 65543 23236
## - aa69c802b6 1 5.15 65544 23236
## - b9a487ac3c 1 5.65 65545 23236
## - `63bcf89b1d` 1 5.79 65545 23236
## - e7ee22effb 1 5.83 65545 23236
## - ac826f0013 1 6.29 65545 23236
## - d4d6566f9c 1 6.33 65545 23236
## - `435dec85e2` 1 6.35 65545 23236
## - `8311343404` 1 6.69 65546 23236
## - `298ed82b22` 1 7.21 65546 23236
## - `7743f273c2` 1 7.42 65546 23236
## - c58f611921 1 7.45 65546 23236
## <none> 65539 23236
## - `8a21502326` 1 8.24 65547 23236
## - `789b5244a9` 1 9.00 65548 23237
## - ed7e658a27 1 9.01 65548 23237
## - `2a457d15d9` 1 9.18 65548 23237
## - `29bbd86997` 1 10.07 65549 23237
## - f66b98dd69 1 10.56 65550 23237
## - `2719b72c0d` 1 10.96 65550 23237
## - `56371466d7` 1 11.18 65550 23237
## - `1fa099bb01` 1 11.64 65551 23237
## - `98475257f7` 1 11.68 65551 23237
## - `1f222e3669` 1 11.87 65551 23238
## - `7cb7913148_2` 1 12.26 65551 23238
## + fbf66c8021 1 2.61 65536 23238
## + `20f1afc5c7` 1 2.52 65536 23238
## - `7cb7913148_4` 1 12.50 65551 23238
## - `49756d8e0f` 1 12.57 65552 23238
## + dcfcbc2ea1 1 2.40 65537 23238
## + e5efa4d39a 1 2.34 65537 23238
## + `0b846350ef` 1 1.99 65537 23238
## + `7841b6a5b1` 1 1.96 65537 23238
## - c1b8ce2354 1 13.07 65552 23238
## - `3eb53ae932` 1 13.07 65552 23238
## - ae08d2297e 1 13.14 65552 23238
## + `12eda2d982` 1 1.60 65537 23238
## + `7cb7913148_6` 1 1.51 65537 23238
## + `2e874bc151` 1 1.31 65538 23238
## + `9b6e0b36c2` 1 1.27 65538 23238
## + ba54a2a637 1 1.25 65538 23238
## + `3df2300fa2` 1 1.24 65538 23238
## + `384bec5dd1_1` 1 1.24 65538 23238
## + fdf8628ca7 1 1.15 65538 23238
## + `173b6590ae` 1 1.15 65538 23238
## + `96e6f0be58` 1 1.12 65538 23238
## + b4112a94a6 1 0.99 65538 23238
## + `8de0382f02` 1 0.99 65538 23238
## + `4fc17427c8` 1 0.95 65538 23238
## + `0342faceb5` 1 0.83 65538 23238
## + `072b7e8f27` 1 0.81 65538 23238
## + ee2ac696ff 1 0.76 65538 23238
## + `7cb7913148_5` 1 0.64 65538 23238
## + `7cb7913148_7` 1 0.50 65538 23238
## + `99d44111c9` 1 0.46 65538 23238
## + `0e2ab0831c` 1 0.27 65539 23238
## + `779d13189e` 1 0.24 65539 23238
## + `7cb7913148_3` 1 0.18 65539 23238
## + `6516422788` 1 0.12 65539 23238
## + d035af6ffa 1 0.10 65539 23238
## + `96c30c7eef` 1 0.09 65539 23238
## + b709f75447 1 0.09 65539 23238
## + `4468394575` 1 0.05 65539 23238
## + `7734c0c22f` 1 0.04 65539 23238
## + fe8cdd80ba 1 0.02 65539 23238
## + `55cf3f7627` 1 0.02 65539 23238
## + a24802caa5 1 0.02 65539 23238
## + `77b3b41efa` 1 0.02 65539 23238
## + `3e200bf766` 1 0.01 65539 23238
## - `04e7268385` 1 16.27 65555 23239
## - `55907cc1de` 1 16.79 65556 23239
## - abca7a848f 1 18.28 65557 23239
## - bdf934caa7 1 27.30 65566 23242
## - ffd1cdcfc1 1 31.18 65570 23243
## - `136c1727c3` 1 32.80 65572 23243
## - `60ec1426ce` 1 33.47 65572 23243
## - `65aed7dc1f` 1 38.65 65578 23245
## - fe0318e273 1 40.14 65579 23245
## - `016399044a` 1 53.54 65592 23249
## - f0a0febd35 1 55.39 65594 23249
## - `2bc6ab42f7` 1 55.60 65595 23249
## - `1f3058af83` 1 77.43 65616 23255
## - `87b982928b` 1 109.40 65648 23264
## - c0c3df65b1 1 110.64 65650 23264
## - a14fd026ce 1 112.03 65651 23264
## - `087235d61e` 1 137.22 65676 23271
## - `5f360995ef` 1 230.07 65769 23296
## - f013b60e50 1 233.87 65773 23297
## - `7fe6cb4c98` 1 286.60 65826 23311
## - `174825d438` 1 342.32 65881 23325
## - ea0f4a32e3 1 374.84 65914 23334
## - `8f5f7c556a` 1 401.72 65941 23341
## - `2d7fe4693a` 1 499.40 66038 23367
## - `8c2e088a3d` 1 524.14 66063 23374
## - e0a0772df0 1 694.66 66234 23419
## - d2c775fa99 1 719.38 66258 23425
## - `5b862c0a8f` 1 1129.70 66669 23533
## - beb6e17af1 1 1144.28 66683 23537
## - `06888ceac9_1` 1 1292.20 66831 23576
## - `9a575e82a4_1` 1 1333.33 66872 23586
## - `6db53d265a` 1 1484.96 67024 23626
## - aee1e4fc85 1 1537.86 67077 23640
## - `253eb5ef11` 1 1829.76 67369 23716
## - e86a2190c1 1 1854.92 67394 23722
##
## Step: AIC=23235.01
## target ~ `06888ceac9_1` + `7cb7913148_1` + `7cb7913148_2` + `7cb7913148_4` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` + `435dec85e2` +
## d4d6566f9c + `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2a457d15d9` + c58f611921 +
## ac826f0013 + b9a487ac3c + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_1` 1 2.75 65544 23234
## - `25bbf0e7e7` 1 4.26 65546 23234
## - aa69c802b6 1 5.20 65547 23234
## - b9a487ac3c 1 5.71 65547 23234
## - `63bcf89b1d` 1 5.74 65547 23234
## - e7ee22effb 1 5.86 65547 23235
## - d4d6566f9c 1 6.30 65548 23235
## - `435dec85e2` 1 6.31 65548 23235
## - ac826f0013 1 6.33 65548 23235
## - `8311343404` 1 6.66 65548 23235
## - `298ed82b22` 1 7.32 65549 23235
## - c58f611921 1 7.42 65549 23235
## - `7743f273c2` 1 7.45 65549 23235
## <none> 65542 23235
## - `8a21502326` 1 8.12 65550 23235
## - `789b5244a9` 1 8.87 65550 23235
## - ed7e658a27 1 8.88 65550 23235
## - `2a457d15d9` 1 9.26 65551 23236
## - `29bbd86997` 1 10.19 65552 23236
## - f66b98dd69 1 10.59 65552 23236
## - `2719b72c0d` 1 10.99 65553 23236
## - `56371466d7` 1 11.23 65553 23236
## - `98475257f7` 1 11.78 65553 23236
## - `1fa099bb01` 1 11.82 65553 23236
## - `1f222e3669` 1 11.93 65554 23236
## - `7cb7913148_2` 1 12.35 65554 23236
## + `7925993f42` 1 2.64 65539 23236
## - `7cb7913148_4` 1 12.39 65554 23236
## + fbf66c8021 1 2.57 65539 23236
## - `49756d8e0f` 1 12.45 65554 23236
## + `20f1afc5c7` 1 2.51 65539 23236
## + dcfcbc2ea1 1 2.40 65539 23236
## + e5efa4d39a 1 2.31 65539 23236
## + `0b846350ef` 1 2.10 65539 23236
## - ae08d2297e 1 13.00 65555 23236
## - c1b8ce2354 1 13.02 65555 23236
## - `3eb53ae932` 1 13.02 65555 23236
## + `7841b6a5b1` 1 1.94 65540 23236
## + `12eda2d982` 1 1.61 65540 23237
## + `7cb7913148_6` 1 1.51 65540 23237
## + `9b6e0b36c2` 1 1.33 65540 23237
## + `2e874bc151` 1 1.27 65540 23237
## + ba54a2a637 1 1.27 65540 23237
## + `3df2300fa2` 1 1.24 65540 23237
## + `384bec5dd1_1` 1 1.19 65540 23237
## + fdf8628ca7 1 1.16 65540 23237
## + `173b6590ae` 1 1.14 65540 23237
## + `96e6f0be58` 1 1.12 65540 23237
## + b4112a94a6 1 1.01 65541 23237
## + `8de0382f02` 1 1.01 65541 23237
## + `4fc17427c8` 1 1.00 65541 23237
## + `7734c0c22f` 1 0.99 65541 23237
## + `072b7e8f27` 1 0.83 65541 23237
## + `0342faceb5` 1 0.83 65541 23237
## + ee2ac696ff 1 0.75 65541 23237
## + `7cb7913148_5` 1 0.61 65541 23237
## + `7cb7913148_7` 1 0.52 65541 23237
## + `99d44111c9` 1 0.45 65541 23237
## + `0e2ab0831c` 1 0.26 65541 23237
## + `779d13189e` 1 0.23 65541 23237
## + `7cb7913148_3` 1 0.18 65541 23237
## + `6516422788` 1 0.13 65541 23237
## + d035af6ffa 1 0.09 65542 23237
## + `96c30c7eef` 1 0.09 65542 23237
## + b709f75447 1 0.09 65542 23237
## + `4468394575` 1 0.05 65542 23237
## + fe8cdd80ba 1 0.02 65542 23237
## + `55cf3f7627` 1 0.02 65542 23237
## + `77b3b41efa` 1 0.02 65542 23237
## + a24802caa5 1 0.01 65542 23237
## + `3e200bf766` 1 0.01 65542 23237
## - `04e7268385` 1 16.39 65558 23237
## - `55907cc1de` 1 16.84 65558 23238
## - abca7a848f 1 18.39 65560 23238
## - bdf934caa7 1 27.22 65569 23240
## - ffd1cdcfc1 1 31.28 65573 23241
## - `136c1727c3` 1 32.86 65574 23242
## - `60ec1426ce` 1 33.17 65575 23242
## - `65aed7dc1f` 1 38.55 65580 23243
## - fe0318e273 1 40.01 65582 23244
## - `016399044a` 1 53.49 65595 23247
## - f0a0febd35 1 55.60 65597 23248
## - `2bc6ab42f7` 1 55.79 65597 23248
## - `1f3058af83` 1 77.53 65619 23254
## - `87b982928b` 1 109.64 65651 23262
## - c0c3df65b1 1 110.69 65652 23262
## - a14fd026ce 1 111.84 65653 23263
## - `087235d61e` 1 136.87 65678 23270
## - `5f360995ef` 1 229.93 65772 23294
## - f013b60e50 1 234.14 65776 23295
## - `7fe6cb4c98` 1 286.58 65828 23309
## - `174825d438` 1 342.64 65884 23324
## - ea0f4a32e3 1 375.55 65917 23333
## - `8f5f7c556a` 1 402.58 65944 23340
## - `2d7fe4693a` 1 499.05 66041 23366
## - `8c2e088a3d` 1 522.93 66065 23372
## - e0a0772df0 1 693.93 66236 23417
## - d2c775fa99 1 720.14 66262 23424
## - `5b862c0a8f` 1 1129.17 66671 23532
## - beb6e17af1 1 1145.50 66687 23536
## - `06888ceac9_1` 1 1292.87 66834 23574
## - `9a575e82a4_1` 1 1332.56 66874 23585
## - `6db53d265a` 1 1483.21 67025 23624
## - aee1e4fc85 1 1538.02 67080 23638
## - `253eb5ef11` 1 1829.47 67371 23714
## - e86a2190c1 1 1856.69 67398 23721
##
## Step: AIC=23233.75
## target ~ `06888ceac9_1` + `7cb7913148_2` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2a457d15d9` + c58f611921 + ac826f0013 + b9a487ac3c +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `25bbf0e7e7` 1 4.27 65549 23233
## - aa69c802b6 1 5.19 65550 23233
## - b9a487ac3c 1 5.71 65550 23233
## - `63bcf89b1d` 1 5.88 65550 23233
## - e7ee22effb 1 6.00 65550 23233
## - ac826f0013 1 6.29 65551 23233
## - d4d6566f9c 1 6.30 65551 23233
## - `435dec85e2` 1 6.31 65551 23233
## - `8311343404` 1 6.81 65551 23234
## - c58f611921 1 7.40 65552 23234
## - `298ed82b22` 1 7.43 65552 23234
## - `7743f273c2` 1 7.49 65552 23234
## <none> 65544 23234
## - `8a21502326` 1 8.15 65552 23234
## - `789b5244a9` 1 8.90 65553 23234
## - ed7e658a27 1 8.92 65553 23234
## - `2a457d15d9` 1 9.22 65554 23234
## - `7cb7913148_2` 1 9.70 65554 23234
## - `29bbd86997` 1 10.21 65555 23234
## - f66b98dd69 1 10.64 65555 23235
## - `7cb7913148_4` 1 10.99 65555 23235
## - `2719b72c0d` 1 11.04 65555 23235
## - `56371466d7` 1 11.33 65556 23235
## - `98475257f7` 1 11.63 65556 23235
## - `1fa099bb01` 1 11.91 65556 23235
## - `1f222e3669` 1 12.12 65556 23235
## + `7cb7913148_1` 1 2.75 65542 23235
## - `49756d8e0f` 1 12.31 65557 23235
## + `7925993f42` 1 2.64 65542 23235
## + fbf66c8021 1 2.57 65542 23235
## + `20f1afc5c7` 1 2.44 65542 23235
## + dcfcbc2ea1 1 2.42 65542 23235
## + e5efa4d39a 1 2.24 65542 23235
## + `0b846350ef` 1 2.10 65542 23235
## - c1b8ce2354 1 12.95 65557 23235
## - `3eb53ae932` 1 12.95 65557 23235
## + `7841b6a5b1` 1 1.95 65542 23235
## - ae08d2297e 1 13.07 65557 23235
## + `12eda2d982` 1 1.58 65543 23235
## + `7cb7913148_6` 1 1.40 65543 23235
## + `9b6e0b36c2` 1 1.36 65543 23235
## + `2e874bc151` 1 1.30 65543 23235
## + `3df2300fa2` 1 1.29 65543 23235
## + ba54a2a637 1 1.29 65543 23235
## + `384bec5dd1_1` 1 1.21 65543 23235
## + fdf8628ca7 1 1.16 65543 23235
## + `96e6f0be58` 1 1.15 65543 23235
## + `173b6590ae` 1 1.13 65543 23235
## + b4112a94a6 1 1.06 65543 23236
## + `8de0382f02` 1 1.06 65543 23236
## + `7734c0c22f` 1 0.99 65543 23236
## + `4fc17427c8` 1 0.99 65543 23236
## + `072b7e8f27` 1 0.88 65543 23236
## + `0342faceb5` 1 0.83 65544 23236
## + `7cb7913148_3` 1 0.81 65544 23236
## + `7cb7913148_5` 1 0.80 65544 23236
## + ee2ac696ff 1 0.73 65544 23236
## + `7cb7913148_7` 1 0.55 65544 23236
## + `99d44111c9` 1 0.44 65544 23236
## + `0e2ab0831c` 1 0.27 65544 23236
## + `779d13189e` 1 0.23 65544 23236
## + `6516422788` 1 0.13 65544 23236
## + d035af6ffa 1 0.10 65544 23236
## + b709f75447 1 0.08 65544 23236
## + `96c30c7eef` 1 0.08 65544 23236
## + `4468394575` 1 0.05 65544 23236
## + fe8cdd80ba 1 0.02 65544 23236
## + a24802caa5 1 0.02 65544 23236
## + `55cf3f7627` 1 0.02 65544 23236
## + `3e200bf766` 1 0.01 65544 23236
## + `77b3b41efa` 1 0.01 65544 23236
## - `04e7268385` 1 16.35 65561 23236
## - `55907cc1de` 1 16.74 65561 23236
## - abca7a848f 1 18.47 65563 23237
## - bdf934caa7 1 27.15 65571 23239
## - ffd1cdcfc1 1 31.17 65576 23240
## - `136c1727c3` 1 32.92 65577 23240
## - `60ec1426ce` 1 33.24 65578 23241
## - `65aed7dc1f` 1 38.54 65583 23242
## - fe0318e273 1 39.97 65584 23242
## - `016399044a` 1 53.25 65598 23246
## - f0a0febd35 1 55.42 65600 23246
## - `2bc6ab42f7` 1 56.06 65600 23247
## - `1f3058af83` 1 77.63 65622 23252
## - `87b982928b` 1 109.62 65654 23261
## - c0c3df65b1 1 110.97 65655 23261
## - a14fd026ce 1 112.46 65657 23262
## - `087235d61e` 1 136.97 65681 23268
## - `5f360995ef` 1 230.76 65775 23293
## - f013b60e50 1 233.89 65778 23294
## - `7fe6cb4c98` 1 286.11 65830 23308
## - `174825d438` 1 342.83 65887 23323
## - ea0f4a32e3 1 376.01 65920 23332
## - `8f5f7c556a` 1 403.13 65947 23339
## - `2d7fe4693a` 1 499.70 66044 23364
## - `8c2e088a3d` 1 522.94 66067 23371
## - e0a0772df0 1 693.16 66237 23416
## - d2c775fa99 1 721.61 66266 23423
## - `5b862c0a8f` 1 1130.39 66675 23531
## - beb6e17af1 1 1146.03 66690 23535
## - `06888ceac9_1` 1 1293.23 66838 23573
## - `9a575e82a4_1` 1 1332.83 66877 23584
## - `6db53d265a` 1 1481.87 67026 23623
## - aee1e4fc85 1 1539.74 67084 23638
## - `253eb5ef11` 1 1829.34 67374 23713
## - e86a2190c1 1 1857.74 67402 23720
##
## Step: AIC=23232.89
## target ~ `06888ceac9_1` + `7cb7913148_2` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + abca7a848f + `29bbd86997` +
## `55907cc1de` + `1f222e3669` + `789b5244a9` + `2a457d15d9` +
## c58f611921 + ac826f0013 + b9a487ac3c + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - aa69c802b6 1 5.25 65554 23232
## - b9a487ac3c 1 5.77 65554 23232
## - `63bcf89b1d` 1 5.98 65555 23232
## - e7ee22effb 1 6.02 65555 23232
## - d4d6566f9c 1 6.19 65555 23232
## - `435dec85e2` 1 6.20 65555 23232
## - ac826f0013 1 6.43 65555 23233
## - `8311343404` 1 6.62 65555 23233
## - c58f611921 1 7.44 65556 23233
## <none> 65549 23233
## - `298ed82b22` 1 7.54 65556 23233
## - `7743f273c2` 1 7.56 65556 23233
## - `8a21502326` 1 8.32 65557 23233
## - `789b5244a9` 1 9.08 65558 23233
## - ed7e658a27 1 9.10 65558 23233
## - `2a457d15d9` 1 9.20 65558 23233
## - `7cb7913148_2` 1 9.74 65558 23234
## - `29bbd86997` 1 10.24 65559 23234
## + `25bbf0e7e7` 1 4.27 65544 23234
## - `7cb7913148_4` 1 10.87 65559 23234
## - f66b98dd69 1 11.03 65560 23234
## - `56371466d7` 1 11.29 65560 23234
## - `2719b72c0d` 1 11.44 65560 23234
## - `98475257f7` 1 11.61 65560 23234
## - `1fa099bb01` 1 11.98 65561 23234
## - `1f222e3669` 1 12.12 65561 23234
## + `7cb7913148_1` 1 2.76 65546 23234
## + `7925993f42` 1 2.62 65546 23234
## - `49756d8e0f` 1 12.41 65561 23234
## + fbf66c8021 1 2.54 65546 23234
## + `20f1afc5c7` 1 2.44 65546 23234
## + dcfcbc2ea1 1 2.44 65546 23234
## + e5efa4d39a 1 2.18 65546 23234
## + `0b846350ef` 1 2.12 65546 23234
## - c1b8ce2354 1 12.98 65562 23234
## - `3eb53ae932` 1 12.98 65562 23234
## + `7841b6a5b1` 1 1.95 65547 23234
## - ae08d2297e 1 13.16 65562 23234
## + `12eda2d982` 1 1.52 65547 23234
## + `7cb7913148_6` 1 1.39 65547 23234
## + `9b6e0b36c2` 1 1.38 65547 23234
## + `2e874bc151` 1 1.32 65547 23234
## + ba54a2a637 1 1.30 65547 23234
## + `3df2300fa2` 1 1.28 65547 23234
## + `384bec5dd1_1` 1 1.20 65547 23235
## + `173b6590ae` 1 1.15 65547 23235
## + `96e6f0be58` 1 1.14 65547 23235
## + fdf8628ca7 1 1.12 65547 23235
## + b4112a94a6 1 1.10 65548 23235
## + `8de0382f02` 1 1.10 65548 23235
## + `7734c0c22f` 1 1.01 65548 23235
## + `4fc17427c8` 1 0.99 65548 23235
## + `072b7e8f27` 1 0.92 65548 23235
## + `7cb7913148_3` 1 0.85 65548 23235
## + `7cb7913148_5` 1 0.83 65548 23235
## + `0342faceb5` 1 0.82 65548 23235
## + ee2ac696ff 1 0.70 65548 23235
## + `7cb7913148_7` 1 0.57 65548 23235
## + `99d44111c9` 1 0.43 65548 23235
## + `0e2ab0831c` 1 0.27 65548 23235
## + `779d13189e` 1 0.24 65548 23235
## + `6516422788` 1 0.14 65548 23235
## + d035af6ffa 1 0.11 65549 23235
## + b709f75447 1 0.09 65549 23235
## + `96c30c7eef` 1 0.07 65549 23235
## + `4468394575` 1 0.04 65549 23235
## + `55cf3f7627` 1 0.03 65549 23235
## + a24802caa5 1 0.02 65549 23235
## + `77b3b41efa` 1 0.02 65549 23235
## + `3e200bf766` 1 0.02 65549 23235
## + fe8cdd80ba 1 0.01 65549 23235
## - `04e7268385` 1 16.34 65565 23235
## - `55907cc1de` 1 16.74 65565 23235
## - abca7a848f 1 18.60 65567 23236
## - bdf934caa7 1 27.29 65576 23238
## - ffd1cdcfc1 1 31.12 65580 23239
## - `136c1727c3` 1 32.77 65581 23240
## - `60ec1426ce` 1 33.55 65582 23240
## - `65aed7dc1f` 1 38.60 65587 23241
## - fe0318e273 1 39.95 65589 23242
## - `016399044a` 1 53.14 65602 23245
## - f0a0febd35 1 55.44 65604 23246
## - `2bc6ab42f7` 1 56.54 65605 23246
## - `1f3058af83` 1 77.73 65626 23252
## - `87b982928b` 1 109.28 65658 23260
## - c0c3df65b1 1 110.82 65659 23260
## - a14fd026ce 1 112.23 65661 23261
## - `087235d61e` 1 136.98 65686 23267
## - `5f360995ef` 1 230.95 65780 23292
## - f013b60e50 1 233.12 65782 23293
## - `7fe6cb4c98` 1 285.83 65834 23307
## - `174825d438` 1 343.38 65892 23322
## - ea0f4a32e3 1 375.28 65924 23331
## - `8f5f7c556a` 1 403.09 65952 23338
## - `2d7fe4693a` 1 499.14 66048 23364
## - `8c2e088a3d` 1 522.50 66071 23370
## - e0a0772df0 1 693.25 66242 23415
## - d2c775fa99 1 721.21 66270 23422
## - `5b862c0a8f` 1 1132.73 66681 23530
## - beb6e17af1 1 1148.10 66697 23534
## - `06888ceac9_1` 1 1294.42 66843 23573
## - `9a575e82a4_1` 1 1334.23 66883 23583
## - `6db53d265a` 1 1482.49 67031 23622
## - aee1e4fc85 1 1538.47 67087 23636
## - `253eb5ef11` 1 1829.05 67378 23712
## - e86a2190c1 1 1857.95 67407 23720
##
## Step: AIC=23232.29
## target ~ `06888ceac9_1` + `7cb7913148_2` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + abca7a848f + `29bbd86997` +
## `55907cc1de` + `1f222e3669` + `789b5244a9` + `2a457d15d9` +
## c58f611921 + ac826f0013 + b9a487ac3c + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - b9a487ac3c 1 5.72 65560 23232
## - `63bcf89b1d` 1 5.99 65560 23232
## - e7ee22effb 1 6.07 65560 23232
## - d4d6566f9c 1 6.21 65560 23232
## - `435dec85e2` 1 6.23 65560 23232
## - ac826f0013 1 6.44 65560 23232
## - `8311343404` 1 6.61 65560 23232
## - c58f611921 1 7.44 65561 23232
## <none> 65554 23232
## - `7743f273c2` 1 7.62 65561 23232
## - `298ed82b22` 1 7.63 65561 23232
## - `8a21502326` 1 8.40 65562 23232
## - `2a457d15d9` 1 9.10 65563 23233
## - `789b5244a9` 1 9.16 65563 23233
## - ed7e658a27 1 9.17 65563 23233
## + aa69c802b6 1 5.25 65549 23233
## - `7cb7913148_2` 1 9.79 65564 23233
## - `29bbd86997` 1 10.02 65564 23233
## + `25bbf0e7e7` 1 4.33 65550 23233
## - f66b98dd69 1 10.96 65565 23233
## - `56371466d7` 1 11.06 65565 23233
## - `7cb7913148_4` 1 11.08 65565 23233
## - `2719b72c0d` 1 11.37 65565 23233
## - `98475257f7` 1 11.61 65565 23233
## - `1fa099bb01` 1 12.09 65566 23234
## - `1f222e3669` 1 12.15 65566 23234
## + `7cb7913148_1` 1 2.75 65551 23234
## + `7925993f42` 1 2.67 65551 23234
## + fbf66c8021 1 2.56 65551 23234
## - `49756d8e0f` 1 12.48 65566 23234
## + `20f1afc5c7` 1 2.39 65551 23234
## + dcfcbc2ea1 1 2.39 65551 23234
## + e5efa4d39a 1 2.18 65552 23234
## + `0b846350ef` 1 2.13 65552 23234
## - ae08d2297e 1 12.91 65567 23234
## + `7841b6a5b1` 1 1.98 65552 23234
## - c1b8ce2354 1 13.03 65567 23234
## - `3eb53ae932` 1 13.03 65567 23234
## + `12eda2d982` 1 1.49 65552 23234
## + `7cb7913148_6` 1 1.39 65552 23234
## + `9b6e0b36c2` 1 1.38 65552 23234
## + `2e874bc151` 1 1.33 65553 23234
## + ba54a2a637 1 1.30 65553 23234
## + `3df2300fa2` 1 1.23 65553 23234
## + `384bec5dd1_1` 1 1.22 65553 23234
## + fdf8628ca7 1 1.14 65553 23234
## + `173b6590ae` 1 1.14 65553 23234
## + b4112a94a6 1 1.14 65553 23234
## + `8de0382f02` 1 1.14 65553 23234
## + `96e6f0be58` 1 1.09 65553 23234
## + `7734c0c22f` 1 1.06 65553 23234
## + `7cb7913148_5` 1 1.03 65553 23234
## + `4fc17427c8` 1 0.99 65553 23234
## + `072b7e8f27` 1 0.95 65553 23234
## + `0342faceb5` 1 0.86 65553 23234
## + `7cb7913148_3` 1 0.80 65553 23234
## + ee2ac696ff 1 0.72 65553 23234
## + `7cb7913148_7` 1 0.57 65553 23234
## + `99d44111c9` 1 0.41 65553 23234
## + `0e2ab0831c` 1 0.27 65554 23234
## + `779d13189e` 1 0.24 65554 23234
## + `6516422788` 1 0.14 65554 23234
## + d035af6ffa 1 0.10 65554 23234
## + b709f75447 1 0.09 65554 23234
## + `96c30c7eef` 1 0.07 65554 23234
## + `4468394575` 1 0.03 65554 23234
## + `77b3b41efa` 1 0.03 65554 23234
## + `55cf3f7627` 1 0.02 65554 23234
## + a24802caa5 1 0.02 65554 23234
## + `3e200bf766` 1 0.02 65554 23234
## + fe8cdd80ba 1 0.01 65554 23234
## - `04e7268385` 1 16.10 65570 23235
## - `55907cc1de` 1 16.73 65571 23235
## - abca7a848f 1 18.41 65572 23235
## - bdf934caa7 1 27.00 65581 23238
## - ffd1cdcfc1 1 31.29 65585 23239
## - `136c1727c3` 1 32.70 65587 23239
## - `60ec1426ce` 1 33.76 65588 23239
## - `65aed7dc1f` 1 38.80 65593 23241
## - fe0318e273 1 40.02 65594 23241
## - `016399044a` 1 53.09 65607 23244
## - f0a0febd35 1 55.47 65609 23245
## - `2bc6ab42f7` 1 56.47 65610 23245
## - `1f3058af83` 1 77.34 65631 23251
## - `87b982928b` 1 110.09 65664 23260
## - c0c3df65b1 1 110.57 65664 23260
## - a14fd026ce 1 112.31 65666 23260
## - `087235d61e` 1 137.33 65691 23267
## - `5f360995ef` 1 231.23 65785 23292
## - f013b60e50 1 233.57 65787 23292
## - `7fe6cb4c98` 1 285.19 65839 23306
## - `174825d438` 1 345.32 65899 23322
## - ea0f4a32e3 1 375.25 65929 23330
## - `8f5f7c556a` 1 402.52 65956 23337
## - `2d7fe4693a` 1 499.77 66054 23363
## - `8c2e088a3d` 1 522.76 66077 23369
## - e0a0772df0 1 692.71 66247 23414
## - d2c775fa99 1 721.27 66275 23422
## - `5b862c0a8f` 1 1131.63 66685 23530
## - beb6e17af1 1 1147.42 66701 23534
## - `06888ceac9_1` 1 1292.29 66846 23572
## - `9a575e82a4_1` 1 1334.39 66888 23583
## - `6db53d265a` 1 1481.15 67035 23621
## - aee1e4fc85 1 1539.66 67094 23636
## - `253eb5ef11` 1 1826.89 67381 23711
## - e86a2190c1 1 1858.02 67412 23719
##
## Step: AIC=23231.81
## target ~ `06888ceac9_1` + `7cb7913148_2` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + abca7a848f + `29bbd86997` +
## `55907cc1de` + `1f222e3669` + `789b5244a9` + `2a457d15d9` +
## c58f611921 + ac826f0013 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `63bcf89b1d` 1 5.95 65566 23231
## - d4d6566f9c 1 6.07 65566 23231
## - `435dec85e2` 1 6.08 65566 23231
## - e7ee22effb 1 6.12 65566 23231
## - ac826f0013 1 6.46 65566 23232
## - `8311343404` 1 6.55 65566 23232
## <none> 65560 23232
## - c58f611921 1 7.54 65567 23232
## - `298ed82b22` 1 7.55 65567 23232
## - `7743f273c2` 1 7.60 65567 23232
## - `8a21502326` 1 8.29 65568 23232
## - `2a457d15d9` 1 9.02 65569 23232
## - `789b5244a9` 1 9.05 65569 23232
## - ed7e658a27 1 9.06 65569 23232
## + b9a487ac3c 1 5.72 65554 23232
## - `7cb7913148_2` 1 9.77 65569 23232
## + aa69c802b6 1 5.20 65554 23232
## - `29bbd86997` 1 9.98 65570 23232
## + `25bbf0e7e7` 1 4.39 65555 23233
## - `56371466d7` 1 10.99 65571 23233
## - `7cb7913148_4` 1 11.03 65571 23233
## - f66b98dd69 1 11.12 65571 23233
## - `2719b72c0d` 1 11.53 65571 23233
## - `98475257f7` 1 11.68 65571 23233
## - `1fa099bb01` 1 11.82 65571 23233
## + `7cb7913148_1` 1 2.75 65557 23233
## + `7925993f42` 1 2.73 65557 23233
## - `1f222e3669` 1 12.34 65572 23233
## + fbf66c8021 1 2.59 65557 23233
## + `20f1afc5c7` 1 2.46 65557 23233
## + dcfcbc2ea1 1 2.45 65557 23233
## - `49756d8e0f` 1 12.56 65572 23233
## - ae08d2297e 1 12.75 65572 23233
## + e5efa4d39a 1 2.16 65557 23233
## + `0b846350ef` 1 2.11 65557 23233
## + `7841b6a5b1` 1 1.95 65558 23233
## - c1b8ce2354 1 13.24 65573 23233
## - `3eb53ae932` 1 13.24 65573 23233
## + `12eda2d982` 1 1.51 65558 23233
## + `2e874bc151` 1 1.35 65558 23234
## + `9b6e0b36c2` 1 1.34 65558 23234
## + `7cb7913148_6` 1 1.34 65558 23234
## + ba54a2a637 1 1.29 65558 23234
## + `3df2300fa2` 1 1.24 65558 23234
## + `384bec5dd1_1` 1 1.19 65558 23234
## + `173b6590ae` 1 1.16 65558 23234
## + b4112a94a6 1 1.15 65558 23234
## + `8de0382f02` 1 1.15 65558 23234
## + fdf8628ca7 1 1.12 65558 23234
## + `96e6f0be58` 1 1.10 65558 23234
## + `7734c0c22f` 1 1.08 65558 23234
## + `7cb7913148_5` 1 1.03 65559 23234
## + `4fc17427c8` 1 1.01 65559 23234
## + `072b7e8f27` 1 0.96 65559 23234
## + `0342faceb5` 1 0.91 65559 23234
## + `7cb7913148_3` 1 0.80 65559 23234
## + ee2ac696ff 1 0.74 65559 23234
## + `7cb7913148_7` 1 0.56 65559 23234
## + `99d44111c9` 1 0.40 65559 23234
## + `0e2ab0831c` 1 0.27 65559 23234
## + `779d13189e` 1 0.23 65559 23234
## + `6516422788` 1 0.16 65559 23234
## + d035af6ffa 1 0.10 65559 23234
## + b709f75447 1 0.09 65559 23234
## + `96c30c7eef` 1 0.08 65559 23234
## + `4468394575` 1 0.04 65560 23234
## + `3e200bf766` 1 0.02 65560 23234
## + `77b3b41efa` 1 0.02 65560 23234
## + `55cf3f7627` 1 0.02 65560 23234
## + fe8cdd80ba 1 0.02 65560 23234
## + a24802caa5 1 0.01 65560 23234
## - `04e7268385` 1 16.18 65576 23234
## - `55907cc1de` 1 16.80 65576 23234
## - abca7a848f 1 18.38 65578 23235
## - bdf934caa7 1 27.01 65587 23237
## - ffd1cdcfc1 1 31.41 65591 23238
## - `136c1727c3` 1 32.94 65593 23239
## - `60ec1426ce` 1 33.50 65593 23239
## - `65aed7dc1f` 1 39.11 65599 23240
## - fe0318e273 1 40.23 65600 23240
## - `016399044a` 1 52.83 65612 23244
## - f0a0febd35 1 55.01 65615 23244
## - `2bc6ab42f7` 1 56.16 65616 23245
## - `1f3058af83` 1 77.81 65637 23250
## - `87b982928b` 1 110.34 65670 23259
## - c0c3df65b1 1 111.06 65671 23259
## - a14fd026ce 1 112.81 65672 23260
## - `087235d61e` 1 136.99 65697 23266
## - `5f360995ef` 1 231.82 65791 23292
## - f013b60e50 1 235.01 65795 23292
## - `7fe6cb4c98` 1 285.28 65845 23306
## - `174825d438` 1 344.45 65904 23321
## - ea0f4a32e3 1 375.43 65935 23330
## - `8f5f7c556a` 1 400.69 65960 23336
## - `2d7fe4693a` 1 500.10 66060 23363
## - `8c2e088a3d` 1 523.19 66083 23369
## - e0a0772df0 1 692.64 66252 23414
## - d2c775fa99 1 721.31 66281 23421
## - `5b862c0a8f` 1 1131.12 66691 23529
## - beb6e17af1 1 1146.89 66706 23533
## - `06888ceac9_1` 1 1294.08 66854 23572
## - `9a575e82a4_1` 1 1333.84 66893 23582
## - `6db53d265a` 1 1481.60 67041 23620
## - aee1e4fc85 1 1538.63 67098 23635
## - `253eb5ef11` 1 1824.80 67384 23710
## - e86a2190c1 1 1861.63 67421 23719
##
## Step: AIC=23231.4
## target ~ `06888ceac9_1` + `7cb7913148_2` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` +
## `435dec85e2` + d4d6566f9c + `04e7268385` + `8311343404` +
## e7ee22effb + `298ed82b22` + abca7a848f + `29bbd86997` + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2a457d15d9` + c58f611921 +
## ac826f0013 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - d4d6566f9c 1 6.19 65572 23231
## - `435dec85e2` 1 6.20 65572 23231
## - e7ee22effb 1 6.27 65572 23231
## - ac826f0013 1 6.50 65572 23231
## - `8311343404` 1 6.62 65572 23231
## <none> 65566 23231
## - `7743f273c2` 1 7.51 65573 23231
## - c58f611921 1 7.62 65573 23231
## - `298ed82b22` 1 7.63 65573 23231
## - `8a21502326` 1 8.22 65574 23232
## - `2a457d15d9` 1 8.87 65574 23232
## - `789b5244a9` 1 8.98 65575 23232
## - ed7e658a27 1 8.99 65575 23232
## + `63bcf89b1d` 1 5.95 65560 23232
## + b9a487ac3c 1 5.69 65560 23232
## + aa69c802b6 1 5.21 65560 23232
## - `7cb7913148_2` 1 9.82 65575 23232
## - `29bbd86997` 1 9.98 65576 23232
## + `25bbf0e7e7` 1 4.50 65561 23232
## - f66b98dd69 1 11.10 65577 23232
## - `7cb7913148_4` 1 11.16 65577 23232
## - `56371466d7` 1 11.26 65577 23232
## - `2719b72c0d` 1 11.51 65577 23232
## - `98475257f7` 1 11.59 65577 23232
## - `1fa099bb01` 1 11.73 65577 23232
## + `7cb7913148_1` 1 2.88 65563 23233
## + `7925993f42` 1 2.68 65563 23233
## - `1f222e3669` 1 12.34 65578 23233
## + fbf66c8021 1 2.55 65563 23233
## - `49756d8e0f` 1 12.47 65578 23233
## + `20f1afc5c7` 1 2.47 65563 23233
## + dcfcbc2ea1 1 2.44 65563 23233
## - ae08d2297e 1 12.83 65578 23233
## + e5efa4d39a 1 2.16 65563 23233
## + `0b846350ef` 1 2.09 65563 23233
## + `7841b6a5b1` 1 1.98 65564 23233
## - c1b8ce2354 1 13.41 65579 23233
## - `3eb53ae932` 1 13.41 65579 23233
## + `12eda2d982` 1 1.46 65564 23233
## + `2e874bc151` 1 1.40 65564 23233
## + `9b6e0b36c2` 1 1.31 65564 23233
## + `7cb7913148_6` 1 1.29 65564 23233
## + `3df2300fa2` 1 1.26 65564 23233
## + b4112a94a6 1 1.15 65564 23233
## + `8de0382f02` 1 1.15 65564 23233
## + `384bec5dd1_1` 1 1.15 65564 23233
## + `173b6590ae` 1 1.14 65564 23233
## + fdf8628ca7 1 1.14 65564 23233
## + ba54a2a637 1 1.12 65564 23233
## + `96e6f0be58` 1 1.12 65564 23233
## + `7cb7913148_5` 1 1.05 65564 23233
## + `7734c0c22f` 1 1.03 65564 23233
## + `072b7e8f27` 1 0.97 65565 23233
## + `4fc17427c8` 1 0.95 65565 23233
## + `0342faceb5` 1 0.89 65565 23233
## + `7cb7913148_3` 1 0.82 65565 23233
## + ee2ac696ff 1 0.76 65565 23233
## + `7cb7913148_7` 1 0.56 65565 23233
## + `99d44111c9` 1 0.39 65565 23233
## + `0e2ab0831c` 1 0.25 65565 23233
## + `779d13189e` 1 0.23 65565 23233
## + `6516422788` 1 0.16 65565 23233
## + d035af6ffa 1 0.10 65565 23233
## + `96c30c7eef` 1 0.09 65565 23233
## + b709f75447 1 0.07 65565 23233
## + `4468394575` 1 0.05 65565 23233
## + `3e200bf766` 1 0.03 65566 23233
## + `77b3b41efa` 1 0.02 65566 23233
## + fe8cdd80ba 1 0.01 65566 23233
## + a24802caa5 1 0.01 65566 23233
## + `55cf3f7627` 1 0.00 65566 23233
## - `04e7268385` 1 16.22 65582 23234
## - `55907cc1de` 1 16.66 65582 23234
## - abca7a848f 1 18.38 65584 23234
## - bdf934caa7 1 27.17 65593 23237
## - ffd1cdcfc1 1 30.98 65597 23238
## - `136c1727c3` 1 33.29 65599 23238
## - `60ec1426ce` 1 33.44 65599 23238
## - `65aed7dc1f` 1 39.09 65605 23240
## - fe0318e273 1 40.30 65606 23240
## - `016399044a` 1 53.10 65619 23244
## - f0a0febd35 1 55.15 65621 23244
## - `2bc6ab42f7` 1 55.87 65621 23244
## - `1f3058af83` 1 77.93 65643 23250
## - `87b982928b` 1 110.20 65676 23259
## - c0c3df65b1 1 111.49 65677 23259
## - a14fd026ce 1 112.77 65678 23259
## - `087235d61e` 1 137.26 65703 23266
## - `5f360995ef` 1 232.06 65798 23291
## - f013b60e50 1 234.85 65800 23292
## - `7fe6cb4c98` 1 285.85 65851 23306
## - `174825d438` 1 346.05 65912 23321
## - ea0f4a32e3 1 375.24 65941 23329
## - `8f5f7c556a` 1 400.69 65966 23336
## - `2d7fe4693a` 1 498.92 66064 23362
## - `8c2e088a3d` 1 524.79 66090 23369
## - e0a0772df0 1 692.69 66258 23413
## - d2c775fa99 1 721.35 66287 23421
## - `5b862c0a8f` 1 1129.96 66695 23528
## - beb6e17af1 1 1146.46 66712 23532
## - `06888ceac9_1` 1 1293.55 66859 23571
## - `9a575e82a4_1` 1 1333.04 66899 23581
## - `6db53d265a` 1 1485.68 67051 23621
## - aee1e4fc85 1 1538.56 67104 23635
## - `253eb5ef11` 1 1825.21 67391 23709
## - e86a2190c1 1 1862.85 67428 23719
##
## Step: AIC=23231.05
## target ~ `06888ceac9_1` + `7cb7913148_2` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` +
## `435dec85e2` + `04e7268385` + `8311343404` + e7ee22effb +
## `298ed82b22` + abca7a848f + `29bbd86997` + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2a457d15d9` + c58f611921 +
## ac826f0013 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - e7ee22effb 1 6.13 65578 23231
## - ac826f0013 1 6.57 65578 23231
## - `8311343404` 1 6.61 65578 23231
## - `435dec85e2` 1 6.72 65578 23231
## - `7743f273c2` 1 7.45 65579 23231
## <none> 65572 23231
## - `298ed82b22` 1 7.54 65579 23231
## - c58f611921 1 7.55 65579 23231
## - `8a21502326` 1 7.95 65580 23231
## - `789b5244a9` 1 8.69 65580 23231
## - ed7e658a27 1 8.71 65580 23231
## + d4d6566f9c 1 6.19 65566 23231
## + `63bcf89b1d` 1 6.07 65566 23231
## - `2a457d15d9` 1 8.98 65581 23231
## + b9a487ac3c 1 5.54 65566 23232
## + `2e874bc151` 1 5.38 65566 23232
## + aa69c802b6 1 5.23 65566 23232
## - `29bbd86997` 1 9.93 65582 23232
## - `7cb7913148_2` 1 10.01 65582 23232
## + `25bbf0e7e7` 1 4.39 65567 23232
## - f66b98dd69 1 11.07 65583 23232
## - `7cb7913148_4` 1 11.19 65583 23232
## - `56371466d7` 1 11.35 65583 23232
## - `2719b72c0d` 1 11.48 65583 23232
## - `1fa099bb01` 1 11.66 65583 23232
## - `98475257f7` 1 11.66 65583 23232
## + `7cb7913148_1` 1 2.88 65569 23232
## - `1f222e3669` 1 12.24 65584 23232
## + `7925993f42` 1 2.64 65569 23232
## + `20f1afc5c7` 1 2.53 65569 23232
## - `49756d8e0f` 1 12.47 65584 23232
## + fbf66c8021 1 2.46 65569 23232
## + dcfcbc2ea1 1 2.40 65569 23232
## - ae08d2297e 1 12.72 65584 23232
## + e5efa4d39a 1 2.22 65570 23232
## + `0b846350ef` 1 2.04 65570 23232
## + `7841b6a5b1` 1 2.00 65570 23232
## - c1b8ce2354 1 13.40 65585 23233
## - `3eb53ae932` 1 13.40 65585 23233
## + `12eda2d982` 1 1.50 65570 23233
## + `9b6e0b36c2` 1 1.34 65570 23233
## + `3df2300fa2` 1 1.32 65570 23233
## + `7cb7913148_6` 1 1.25 65570 23233
## + `173b6590ae` 1 1.19 65571 23233
## + `384bec5dd1_1` 1 1.17 65571 23233
## + fdf8628ca7 1 1.16 65571 23233
## + `96e6f0be58` 1 1.15 65571 23233
## + b4112a94a6 1 1.15 65571 23233
## + `8de0382f02` 1 1.15 65571 23233
## + ba54a2a637 1 1.15 65571 23233
## + `7734c0c22f` 1 1.05 65571 23233
## + `7cb7913148_5` 1 0.99 65571 23233
## + `072b7e8f27` 1 0.97 65571 23233
## + `4fc17427c8` 1 0.93 65571 23233
## + `0342faceb5` 1 0.88 65571 23233
## + `7cb7913148_3` 1 0.85 65571 23233
## + ee2ac696ff 1 0.80 65571 23233
## + `7cb7913148_7` 1 0.59 65571 23233
## + `99d44111c9` 1 0.37 65571 23233
## + `0e2ab0831c` 1 0.25 65571 23233
## + `779d13189e` 1 0.24 65571 23233
## + `6516422788` 1 0.15 65572 23233
## + d035af6ffa 1 0.10 65572 23233
## + b709f75447 1 0.09 65572 23233
## + `96c30c7eef` 1 0.09 65572 23233
## + `4468394575` 1 0.05 65572 23233
## + `3e200bf766` 1 0.04 65572 23233
## + `77b3b41efa` 1 0.03 65572 23233
## + fe8cdd80ba 1 0.02 65572 23233
## + a24802caa5 1 0.02 65572 23233
## + `55cf3f7627` 1 0.00 65572 23233
## - `04e7268385` 1 15.91 65588 23233
## - `55907cc1de` 1 16.80 65589 23234
## - abca7a848f 1 18.36 65590 23234
## - bdf934caa7 1 27.43 65599 23236
## - ffd1cdcfc1 1 31.13 65603 23237
## - `136c1727c3` 1 33.17 65605 23238
## - `60ec1426ce` 1 33.29 65605 23238
## - `65aed7dc1f` 1 39.34 65611 23240
## - fe0318e273 1 40.24 65612 23240
## - `016399044a` 1 53.12 65625 23243
## - f0a0febd35 1 54.88 65627 23244
## - `2bc6ab42f7` 1 55.93 65628 23244
## - `1f3058af83` 1 77.59 65649 23250
## - `87b982928b` 1 111.45 65683 23259
## - c0c3df65b1 1 111.79 65684 23259
## - a14fd026ce 1 112.99 65685 23259
## - `087235d61e` 1 138.34 65710 23266
## - `5f360995ef` 1 231.47 65803 23291
## - f013b60e50 1 235.75 65807 23292
## - `7fe6cb4c98` 1 285.38 65857 23305
## - `174825d438` 1 345.69 65917 23321
## - ea0f4a32e3 1 374.92 65947 23329
## - `8f5f7c556a` 1 400.87 65973 23336
## - `2d7fe4693a` 1 499.76 66071 23362
## - `8c2e088a3d` 1 525.27 66097 23368
## - e0a0772df0 1 691.87 66264 23413
## - d2c775fa99 1 720.55 66292 23420
## - `5b862c0a8f` 1 1130.54 66702 23528
## - beb6e17af1 1 1146.53 66718 23532
## - `06888ceac9_1` 1 1292.56 66864 23570
## - `9a575e82a4_1` 1 1332.21 66904 23581
## - `6db53d265a` 1 1485.09 67057 23621
## - aee1e4fc85 1 1538.16 67110 23634
## - `253eb5ef11` 1 1826.09 67398 23709
## - e86a2190c1 1 1862.57 67434 23719
##
## Step: AIC=23230.69
## target ~ `06888ceac9_1` + `7cb7913148_2` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` +
## `435dec85e2` + `04e7268385` + `8311343404` + `298ed82b22` +
## abca7a848f + `29bbd86997` + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2a457d15d9` + c58f611921 + ac826f0013 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `8311343404` 1 6.54 65584 23230
## - ac826f0013 1 6.68 65585 23230
## - `435dec85e2` 1 6.80 65585 23230
## - `7743f273c2` 1 7.48 65585 23231
## <none> 65578 23231
## - `298ed82b22` 1 7.53 65585 23231
## - c58f611921 1 7.61 65585 23231
## - `8a21502326` 1 7.98 65586 23231
## - `789b5244a9` 1 8.73 65587 23231
## - ed7e658a27 1 8.74 65587 23231
## + `63bcf89b1d` 1 6.22 65572 23231
## + e7ee22effb 1 6.13 65572 23231
## + d4d6566f9c 1 6.05 65572 23231
## - `2a457d15d9` 1 8.95 65587 23231
## + b9a487ac3c 1 5.59 65572 23231
## + aa69c802b6 1 5.27 65573 23231
## + `2e874bc151` 1 5.25 65573 23231
## - `29bbd86997` 1 9.75 65588 23231
## - `7cb7913148_2` 1 10.21 65588 23231
## + `25bbf0e7e7` 1 4.42 65573 23232
## - `7cb7913148_4` 1 10.96 65589 23232
## - f66b98dd69 1 10.99 65589 23232
## - `56371466d7` 1 11.29 65589 23232
## - `2719b72c0d` 1 11.40 65589 23232
## - `98475257f7` 1 11.68 65590 23232
## - `1fa099bb01` 1 11.78 65590 23232
## + `7cb7913148_1` 1 3.03 65575 23232
## + `7925993f42` 1 2.67 65575 23232
## - `1f222e3669` 1 12.45 65590 23232
## + `20f1afc5c7` 1 2.51 65575 23232
## + dcfcbc2ea1 1 2.50 65575 23232
## + fbf66c8021 1 2.47 65575 23232
## - `49756d8e0f` 1 12.56 65590 23232
## + e5efa4d39a 1 2.26 65576 23232
## - ae08d2297e 1 12.87 65591 23232
## + `0b846350ef` 1 2.09 65576 23232
## + `7841b6a5b1` 1 1.99 65576 23232
## - c1b8ce2354 1 13.46 65591 23232
## - `3eb53ae932` 1 13.46 65591 23232
## + `12eda2d982` 1 1.50 65576 23232
## + `9b6e0b36c2` 1 1.34 65577 23232
## + `3df2300fa2` 1 1.25 65577 23232
## + fdf8628ca7 1 1.24 65577 23232
## + `173b6590ae` 1 1.22 65577 23232
## + `384bec5dd1_1` 1 1.17 65577 23232
## + `7cb7913148_6` 1 1.15 65577 23232
## + b4112a94a6 1 1.12 65577 23232
## + `8de0382f02` 1 1.12 65577 23232
## + `96e6f0be58` 1 1.08 65577 23232
## + `7cb7913148_5` 1 1.05 65577 23232
## + `7734c0c22f` 1 1.03 65577 23232
## + ba54a2a637 1 1.02 65577 23232
## + `072b7e8f27` 1 0.94 65577 23232
## + `0342faceb5` 1 0.92 65577 23232
## + `4fc17427c8` 1 0.88 65577 23232
## + `7cb7913148_3` 1 0.85 65577 23232
## + ee2ac696ff 1 0.74 65577 23232
## + `7cb7913148_7` 1 0.62 65577 23232
## + `99d44111c9` 1 0.35 65578 23233
## + `0e2ab0831c` 1 0.26 65578 23233
## + `779d13189e` 1 0.22 65578 23233
## + `6516422788` 1 0.14 65578 23233
## + b709f75447 1 0.11 65578 23233
## + d035af6ffa 1 0.09 65578 23233
## + `96c30c7eef` 1 0.08 65578 23233
## + `4468394575` 1 0.07 65578 23233
## + `3e200bf766` 1 0.04 65578 23233
## + `77b3b41efa` 1 0.03 65578 23233
## + fe8cdd80ba 1 0.01 65578 23233
## + a24802caa5 1 0.01 65578 23233
## + `55cf3f7627` 1 0.00 65578 23233
## - `04e7268385` 1 15.70 65594 23233
## - `55907cc1de` 1 16.82 65595 23233
## - abca7a848f 1 18.23 65596 23234
## - bdf934caa7 1 27.27 65605 23236
## - ffd1cdcfc1 1 31.02 65609 23237
## - `136c1727c3` 1 33.25 65611 23238
## - `60ec1426ce` 1 33.38 65611 23238
## - `65aed7dc1f` 1 39.93 65618 23239
## - fe0318e273 1 40.44 65618 23240
## - `016399044a` 1 53.39 65631 23243
## - f0a0febd35 1 55.14 65633 23243
## - `2bc6ab42f7` 1 55.97 65634 23244
## - `1f3058af83` 1 77.69 65656 23249
## - c0c3df65b1 1 111.07 65689 23258
## - `87b982928b` 1 111.67 65690 23258
## - a14fd026ce 1 113.36 65691 23259
## - `087235d61e` 1 138.57 65716 23266
## - `5f360995ef` 1 231.57 65809 23290
## - f013b60e50 1 236.59 65814 23292
## - `7fe6cb4c98` 1 284.97 65863 23304
## - `174825d438` 1 346.37 65924 23321
## - ea0f4a32e3 1 375.00 65953 23328
## - `8f5f7c556a` 1 400.31 65978 23335
## - `2d7fe4693a` 1 499.69 66078 23361
## - `8c2e088a3d` 1 524.94 66103 23368
## - e0a0772df0 1 692.33 66270 23412
## - d2c775fa99 1 721.92 66300 23420
## - `5b862c0a8f` 1 1130.58 66708 23528
## - beb6e17af1 1 1145.84 66724 23532
## - `06888ceac9_1` 1 1291.54 66869 23570
## - `9a575e82a4_1` 1 1331.98 66910 23580
## - `6db53d265a` 1 1485.38 67063 23620
## - aee1e4fc85 1 1538.77 67117 23634
## - `253eb5ef11` 1 1823.94 67402 23708
## - e86a2190c1 1 1861.97 67440 23718
##
## Step: AIC=23230.43
## target ~ `06888ceac9_1` + `7cb7913148_2` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` +
## `435dec85e2` + `04e7268385` + `298ed82b22` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2a457d15d9` + c58f611921 + ac826f0013 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - ac826f0013 1 6.63 65591 23230
## - `435dec85e2` 1 6.88 65591 23230
## - `7743f273c2` 1 7.44 65592 23230
## <none> 65584 23230
## - `298ed82b22` 1 7.58 65592 23230
## - c58f611921 1 7.72 65592 23230
## - `8a21502326` 1 7.93 65592 23230
## + `8311343404` 1 6.54 65578 23231
## - `789b5244a9` 1 8.68 65593 23231
## - ed7e658a27 1 8.69 65593 23231
## + `63bcf89b1d` 1 6.29 65578 23231
## - `2a457d15d9` 1 8.92 65593 23231
## + e7ee22effb 1 6.07 65578 23231
## + d4d6566f9c 1 6.04 65578 23231
## + b9a487ac3c 1 5.54 65579 23231
## + aa69c802b6 1 5.26 65579 23231
## + `2e874bc151` 1 5.25 65579 23231
## - `29bbd86997` 1 9.92 65594 23231
## - `7cb7913148_2` 1 9.96 65594 23231
## + `25bbf0e7e7` 1 4.23 65580 23231
## - `7cb7913148_4` 1 10.84 65595 23231
## - f66b98dd69 1 11.15 65596 23231
## - `56371466d7` 1 11.41 65596 23232
## - `2719b72c0d` 1 11.56 65596 23232
## + `7cb7913148_1` 1 3.18 65581 23232
## - `98475257f7` 1 11.98 65596 23232
## - `1fa099bb01` 1 12.04 65596 23232
## - `1f222e3669` 1 12.24 65597 23232
## + `7925993f42` 1 2.64 65582 23232
## + `20f1afc5c7` 1 2.52 65582 23232
## + fbf66c8021 1 2.52 65582 23232
## - `49756d8e0f` 1 12.55 65597 23232
## + dcfcbc2ea1 1 2.45 65582 23232
## + e5efa4d39a 1 2.14 65582 23232
## - ae08d2297e 1 12.88 65597 23232
## + `0b846350ef` 1 2.10 65582 23232
## + `7841b6a5b1` 1 1.96 65582 23232
## + `12eda2d982` 1 1.56 65583 23232
## - c1b8ce2354 1 13.53 65598 23232
## - `3eb53ae932` 1 13.53 65598 23232
## + `9b6e0b36c2` 1 1.38 65583 23232
## + `173b6590ae` 1 1.28 65583 23232
## + fdf8628ca7 1 1.24 65583 23232
## + `3df2300fa2` 1 1.20 65583 23232
## + `7cb7913148_5` 1 1.14 65583 23232
## + `384bec5dd1_1` 1 1.13 65583 23232
## + b4112a94a6 1 1.09 65583 23232
## + `8de0382f02` 1 1.09 65583 23232
## + ba54a2a637 1 1.08 65583 23232
## + `7cb7913148_6` 1 1.07 65583 23232
## + `96e6f0be58` 1 1.01 65583 23232
## + `7734c0c22f` 1 1.01 65583 23232
## + `0342faceb5` 1 0.94 65583 23232
## + `072b7e8f27` 1 0.92 65583 23232
## + `4fc17427c8` 1 0.90 65584 23232
## + `7cb7913148_3` 1 0.88 65584 23232
## + ee2ac696ff 1 0.72 65584 23232
## + `7cb7913148_7` 1 0.62 65584 23232
## + `99d44111c9` 1 0.36 65584 23232
## + `0e2ab0831c` 1 0.31 65584 23232
## + `779d13189e` 1 0.21 65584 23232
## + `6516422788` 1 0.14 65584 23232
## + b709f75447 1 0.10 65584 23232
## + d035af6ffa 1 0.09 65584 23232
## + `96c30c7eef` 1 0.08 65584 23232
## + `4468394575` 1 0.06 65584 23232
## + `3e200bf766` 1 0.03 65584 23232
## + `77b3b41efa` 1 0.02 65584 23232
## + fe8cdd80ba 1 0.01 65584 23232
## + a24802caa5 1 0.01 65584 23232
## + `55cf3f7627` 1 0.00 65584 23232
## - `04e7268385` 1 15.72 65600 23233
## - `55907cc1de` 1 16.63 65601 23233
## - abca7a848f 1 18.24 65603 23233
## - bdf934caa7 1 27.18 65612 23236
## - ffd1cdcfc1 1 31.04 65615 23237
## - `60ec1426ce` 1 33.08 65617 23237
## - `136c1727c3` 1 33.36 65618 23237
## - `65aed7dc1f` 1 40.20 65625 23239
## - fe0318e273 1 40.40 65625 23239
## - `016399044a` 1 53.30 65638 23243
## - f0a0febd35 1 55.63 65640 23243
## - `2bc6ab42f7` 1 56.08 65640 23243
## - `1f3058af83` 1 77.23 65662 23249
## - c0c3df65b1 1 110.74 65695 23258
## - `87b982928b` 1 111.61 65696 23258
## - a14fd026ce 1 114.43 65699 23259
## - `087235d61e` 1 138.16 65723 23265
## - `5f360995ef` 1 232.84 65817 23290
## - f013b60e50 1 236.21 65821 23291
## - `7fe6cb4c98` 1 286.03 65870 23304
## - `174825d438` 1 346.06 65930 23320
## - ea0f4a32e3 1 375.69 65960 23328
## - `8f5f7c556a` 1 399.88 65984 23335
## - `2d7fe4693a` 1 499.72 66084 23361
## - `8c2e088a3d` 1 525.24 66110 23368
## - e0a0772df0 1 690.15 66275 23411
## - d2c775fa99 1 722.34 66307 23420
## - `5b862c0a8f` 1 1130.89 66715 23527
## - beb6e17af1 1 1145.94 66730 23531
## - `06888ceac9_1` 1 1292.42 66877 23570
## - `9a575e82a4_1` 1 1332.69 66917 23580
## - `6db53d265a` 1 1485.13 67070 23620
## - aee1e4fc85 1 1539.75 67124 23634
## - `253eb5ef11` 1 1825.43 67410 23708
## - e86a2190c1 1 1863.54 67448 23718
##
## Step: AIC=23230.2
## target ~ `06888ceac9_1` + `7cb7913148_2` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` +
## `435dec85e2` + `04e7268385` + `298ed82b22` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2a457d15d9` + c58f611921 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `435dec85e2` 1 6.99 65598 23230
## - `7743f273c2` 1 7.30 65598 23230
## <none> 65591 23230
## - c58f611921 1 7.57 65599 23230
## - `298ed82b22` 1 7.72 65599 23230
## - `8a21502326` 1 8.12 65599 23230
## + ac826f0013 1 6.63 65584 23230
## + `8311343404` 1 6.49 65585 23230
## + `63bcf89b1d` 1 6.34 65585 23230
## + e7ee22effb 1 6.18 65585 23231
## - `2a457d15d9` 1 8.83 65600 23231
## - `789b5244a9` 1 8.88 65600 23231
## - ed7e658a27 1 8.89 65600 23231
## + d4d6566f9c 1 6.11 65585 23231
## + b9a487ac3c 1 5.56 65585 23231
## + `2e874bc151` 1 5.31 65586 23231
## + aa69c802b6 1 5.27 65586 23231
## - `29bbd86997` 1 10.05 65601 23231
## - `7cb7913148_2` 1 10.12 65601 23231
## + `25bbf0e7e7` 1 4.36 65587 23231
## - `7cb7913148_4` 1 10.77 65602 23231
## - f66b98dd69 1 11.24 65602 23231
## - `56371466d7` 1 11.48 65603 23231
## - `2719b72c0d` 1 11.65 65603 23231
## - `98475257f7` 1 11.84 65603 23231
## + `7cb7913148_1` 1 3.15 65588 23231
## - `1fa099bb01` 1 12.00 65603 23231
## - `1f222e3669` 1 12.30 65603 23232
## + `7925993f42` 1 2.69 65588 23232
## + `20f1afc5c7` 1 2.62 65588 23232
## + fbf66c8021 1 2.47 65589 23232
## - `49756d8e0f` 1 12.63 65604 23232
## + dcfcbc2ea1 1 2.37 65589 23232
## - ae08d2297e 1 12.67 65604 23232
## + `0b846350ef` 1 2.17 65589 23232
## + e5efa4d39a 1 2.13 65589 23232
## + `7841b6a5b1` 1 1.94 65589 23232
## + `12eda2d982` 1 1.50 65590 23232
## - c1b8ce2354 1 13.53 65605 23232
## - `3eb53ae932` 1 13.53 65605 23232
## - `55907cc1de` 1 13.54 65605 23232
## + `9b6e0b36c2` 1 1.32 65590 23232
## + `173b6590ae` 1 1.32 65590 23232
## + fdf8628ca7 1 1.31 65590 23232
## + `384bec5dd1_1` 1 1.18 65590 23232
## + `3df2300fa2` 1 1.10 65590 23232
## + `7cb7913148_5` 1 1.09 65590 23232
## + `7cb7913148_6` 1 1.06 65590 23232
## + b4112a94a6 1 1.06 65590 23232
## + `8de0382f02` 1 1.06 65590 23232
## + ba54a2a637 1 1.03 65590 23232
## + `7734c0c22f` 1 1.01 65590 23232
## + `96e6f0be58` 1 0.95 65590 23232
## + `0342faceb5` 1 0.92 65590 23232
## + `4fc17427c8` 1 0.90 65590 23232
## + `072b7e8f27` 1 0.89 65590 23232
## + `7cb7913148_3` 1 0.87 65590 23232
## + ee2ac696ff 1 0.75 65590 23232
## + `7cb7913148_7` 1 0.58 65590 23232
## + `99d44111c9` 1 0.35 65591 23232
## + `0e2ab0831c` 1 0.33 65591 23232
## + `779d13189e` 1 0.21 65591 23232
## + `6516422788` 1 0.12 65591 23232
## + `96c30c7eef` 1 0.09 65591 23232
## + b709f75447 1 0.09 65591 23232
## + `4468394575` 1 0.08 65591 23232
## + d035af6ffa 1 0.07 65591 23232
## + `3e200bf766` 1 0.03 65591 23232
## + `77b3b41efa` 1 0.03 65591 23232
## + fe8cdd80ba 1 0.01 65591 23232
## + a24802caa5 1 0.00 65591 23232
## + `55cf3f7627` 1 0.00 65591 23232
## - `04e7268385` 1 15.49 65607 23232
## - abca7a848f 1 18.08 65609 23233
## - bdf934caa7 1 26.93 65618 23235
## - ffd1cdcfc1 1 30.91 65622 23236
## - `60ec1426ce` 1 33.03 65624 23237
## - `136c1727c3` 1 33.18 65624 23237
## - `65aed7dc1f` 1 40.15 65631 23239
## - fe0318e273 1 41.25 65632 23239
## - `016399044a` 1 53.12 65644 23242
## - `2bc6ab42f7` 1 55.87 65647 23243
## - f0a0febd35 1 56.05 65647 23243
## - `1f3058af83` 1 77.23 65668 23249
## - c0c3df65b1 1 110.83 65702 23258
## - `87b982928b` 1 111.84 65703 23258
## - a14fd026ce 1 113.91 65705 23258
## - `087235d61e` 1 138.26 65729 23265
## - `5f360995ef` 1 232.31 65823 23290
## - f013b60e50 1 236.34 65827 23291
## - `7fe6cb4c98` 1 285.66 65877 23304
## - `174825d438` 1 345.72 65937 23320
## - ea0f4a32e3 1 377.10 65968 23328
## - `8f5f7c556a` 1 401.16 65992 23335
## - `2d7fe4693a` 1 499.33 66090 23361
## - `8c2e088a3d` 1 525.03 66116 23368
## - e0a0772df0 1 689.31 66280 23411
## - d2c775fa99 1 721.45 66312 23419
## - `5b862c0a8f` 1 1128.90 66720 23526
## - beb6e17af1 1 1143.62 66735 23530
## - `06888ceac9_1` 1 1298.33 66889 23571
## - `9a575e82a4_1` 1 1334.07 66925 23580
## - `6db53d265a` 1 1484.31 67075 23619
## - aee1e4fc85 1 1537.52 67129 23633
## - `253eb5ef11` 1 1823.67 67415 23708
## - e86a2190c1 1 1861.93 67453 23718
##
## Step: AIC=23230.06
## target ~ `06888ceac9_1` + `7cb7913148_2` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` +
## `04e7268385` + `298ed82b22` + abca7a848f + `29bbd86997` +
## `55907cc1de` + `1f222e3669` + `789b5244a9` + `2a457d15d9` +
## c58f611921 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7743f273c2` 1 7.24 65605 23230
## - c58f611921 1 7.40 65605 23230
## <none> 65598 23230
## - `298ed82b22` 1 7.75 65606 23230
## + `435dec85e2` 1 6.99 65591 23230
## + d4d6566f9c 1 6.98 65591 23230
## - `8a21502326` 1 8.13 65606 23230
## + ac826f0013 1 6.75 65591 23230
## + `8311343404` 1 6.57 65591 23230
## - `2a457d15d9` 1 8.59 65607 23230
## + `63bcf89b1d` 1 6.28 65592 23230
## + e7ee22effb 1 6.26 65592 23230
## - `789b5244a9` 1 8.88 65607 23230
## - ed7e658a27 1 8.90 65607 23230
## + b9a487ac3c 1 5.57 65592 23231
## + `2e874bc151` 1 5.31 65593 23231
## + aa69c802b6 1 5.24 65593 23231
## - `29bbd86997` 1 9.90 65608 23231
## - `7cb7913148_2` 1 10.16 65608 23231
## + `25bbf0e7e7` 1 4.44 65594 23231
## - `7cb7913148_4` 1 10.70 65609 23231
## - f66b98dd69 1 11.31 65609 23231
## - `56371466d7` 1 11.56 65610 23231
## - `2719b72c0d` 1 11.73 65610 23231
## - `98475257f7` 1 11.78 65610 23231
## - `1fa099bb01` 1 12.02 65610 23231
## + `7cb7913148_1` 1 2.98 65595 23231
## + `20f1afc5c7` 1 2.71 65595 23231
## - `1f222e3669` 1 12.35 65610 23231
## + `7925993f42` 1 2.63 65595 23231
## + fbf66c8021 1 2.54 65595 23231
## - ae08d2297e 1 12.57 65611 23231
## + dcfcbc2ea1 1 2.42 65596 23231
## + `0b846350ef` 1 2.11 65596 23232
## + e5efa4d39a 1 2.10 65596 23232
## - `49756d8e0f` 1 12.94 65611 23232
## + `7841b6a5b1` 1 1.95 65596 23232
## + `12eda2d982` 1 1.52 65597 23232
## - c1b8ce2354 1 13.52 65612 23232
## - `3eb53ae932` 1 13.52 65612 23232
## - `55907cc1de` 1 13.57 65612 23232
## + fdf8628ca7 1 1.37 65597 23232
## + `9b6e0b36c2` 1 1.34 65597 23232
## + `173b6590ae` 1 1.34 65597 23232
## + `384bec5dd1_1` 1 1.16 65597 23232
## + `3df2300fa2` 1 1.12 65597 23232
## + `7cb7913148_6` 1 1.10 65597 23232
## + b4112a94a6 1 1.07 65597 23232
## + `8de0382f02` 1 1.07 65597 23232
## + `7cb7913148_5` 1 1.02 65597 23232
## + ba54a2a637 1 1.02 65597 23232
## + `0342faceb5` 1 0.99 65597 23232
## + `96e6f0be58` 1 0.97 65597 23232
## + `7734c0c22f` 1 0.92 65597 23232
## + `072b7e8f27` 1 0.90 65597 23232
## + `4fc17427c8` 1 0.87 65597 23232
## + ee2ac696ff 1 0.80 65597 23232
## + `7cb7913148_3` 1 0.80 65597 23232
## + `7cb7913148_7` 1 0.57 65597 23232
## + `0e2ab0831c` 1 0.36 65598 23232
## + `99d44111c9` 1 0.35 65598 23232
## + `779d13189e` 1 0.22 65598 23232
## + `6516422788` 1 0.11 65598 23232
## + `96c30c7eef` 1 0.10 65598 23232
## + b709f75447 1 0.08 65598 23232
## + `4468394575` 1 0.07 65598 23232
## + d035af6ffa 1 0.07 65598 23232
## + `3e200bf766` 1 0.04 65598 23232
## + `77b3b41efa` 1 0.02 65598 23232
## + fe8cdd80ba 1 0.01 65598 23232
## + a24802caa5 1 0.00 65598 23232
## + `55cf3f7627` 1 0.00 65598 23232
## - `04e7268385` 1 15.63 65614 23232
## - abca7a848f 1 17.97 65616 23233
## - bdf934caa7 1 27.05 65625 23235
## - ffd1cdcfc1 1 30.92 65629 23236
## - `60ec1426ce` 1 33.00 65631 23237
## - `136c1727c3` 1 33.43 65631 23237
## - `65aed7dc1f` 1 40.01 65638 23239
## - fe0318e273 1 41.61 65640 23239
## - `016399044a` 1 53.20 65651 23242
## - `2bc6ab42f7` 1 55.42 65653 23243
## - f0a0febd35 1 56.15 65654 23243
## - `1f3058af83` 1 77.20 65675 23249
## - c0c3df65b1 1 110.19 65708 23257
## - `87b982928b` 1 111.73 65710 23258
## - a14fd026ce 1 114.69 65713 23259
## - `087235d61e` 1 138.77 65737 23265
## - `5f360995ef` 1 232.86 65831 23290
## - f013b60e50 1 237.02 65835 23291
## - `7fe6cb4c98` 1 285.53 65884 23304
## - `174825d438` 1 348.22 65946 23321
## - ea0f4a32e3 1 377.56 65976 23328
## - `8f5f7c556a` 1 400.38 65998 23334
## - `2d7fe4693a` 1 498.05 66096 23360
## - `8c2e088a3d` 1 525.64 66124 23368
## - e0a0772df0 1 689.71 66288 23411
## - d2c775fa99 1 723.16 66321 23420
## - `5b862c0a8f` 1 1130.24 66728 23527
## - beb6e17af1 1 1143.53 66742 23530
## - `06888ceac9_1` 1 1297.34 66895 23570
## - `9a575e82a4_1` 1 1330.13 66928 23579
## - `6db53d265a` 1 1484.05 67082 23619
## - aee1e4fc85 1 1541.80 67140 23634
## - `253eb5ef11` 1 1828.78 67427 23709
## - e86a2190c1 1 1859.92 67458 23717
##
## Step: AIC=23229.99
## target ~ `06888ceac9_1` + `7cb7913148_2` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` +
## `04e7268385` + `298ed82b22` + abca7a848f + `29bbd86997` +
## `55907cc1de` + `1f222e3669` + `789b5244a9` + `2a457d15d9` +
## c58f611921
##
## Df Sum of Sq RSS AIC
## <none> 65605 23230
## - c58f611921 1 7.53 65613 23230
## + `7743f273c2` 1 7.24 65598 23230
## - `298ed82b22` 1 7.80 65613 23230
## + `435dec85e2` 1 6.93 65598 23230
## + d4d6566f9c 1 6.92 65598 23230
## - `8a21502326` 1 8.27 65614 23230
## + ac826f0013 1 6.61 65599 23230
## + `8311343404` 1 6.53 65599 23230
## - `2a457d15d9` 1 8.61 65614 23230
## + e7ee22effb 1 6.29 65599 23230
## + `63bcf89b1d` 1 6.19 65599 23230
## - `789b5244a9` 1 9.03 65614 23230
## - ed7e658a27 1 9.05 65614 23230
## + b9a487ac3c 1 5.56 65600 23230
## + aa69c802b6 1 5.30 65600 23231
## + `2e874bc151` 1 5.23 65600 23231
## - `29bbd86997` 1 10.04 65615 23231
## - `7cb7913148_2` 1 10.14 65615 23231
## + `25bbf0e7e7` 1 4.51 65601 23231
## - `7cb7913148_4` 1 10.58 65616 23231
## - `56371466d7` 1 11.37 65617 23231
## - f66b98dd69 1 11.44 65617 23231
## - `98475257f7` 1 11.78 65617 23231
## - `2719b72c0d` 1 11.85 65617 23231
## + `7cb7913148_1` 1 3.02 65602 23231
## - `1fa099bb01` 1 12.00 65617 23231
## + `20f1afc5c7` 1 2.71 65603 23231
## + `7925993f42` 1 2.67 65603 23231
## - ae08d2297e 1 12.38 65618 23231
## - `1f222e3669` 1 12.38 65618 23231
## + fbf66c8021 1 2.55 65603 23231
## + dcfcbc2ea1 1 2.38 65603 23231
## - `49756d8e0f` 1 12.77 65618 23231
## + e5efa4d39a 1 2.18 65603 23231
## + `0b846350ef` 1 2.13 65603 23231
## + `7841b6a5b1` 1 1.96 65603 23232
## - c1b8ce2354 1 13.31 65619 23232
## - `3eb53ae932` 1 13.31 65619 23232
## + `12eda2d982` 1 1.49 65604 23232
## - `55907cc1de` 1 13.54 65619 23232
## + fdf8628ca7 1 1.44 65604 23232
## + `173b6590ae` 1 1.37 65604 23232
## + `9b6e0b36c2` 1 1.32 65604 23232
## + `384bec5dd1_1` 1 1.23 65604 23232
## + b4112a94a6 1 1.09 65604 23232
## + `8de0382f02` 1 1.09 65604 23232
## + `3df2300fa2` 1 1.09 65604 23232
## + `7cb7913148_6` 1 1.02 65604 23232
## + `7cb7913148_5` 1 1.01 65604 23232
## + ba54a2a637 1 1.01 65604 23232
## + `7734c0c22f` 1 0.98 65604 23232
## + `0342faceb5` 1 0.96 65604 23232
## + `96e6f0be58` 1 0.94 65604 23232
## + `072b7e8f27` 1 0.92 65604 23232
## + `7cb7913148_3` 1 0.83 65604 23232
## + `4fc17427c8` 1 0.82 65604 23232
## + ee2ac696ff 1 0.80 65604 23232
## + `7cb7913148_7` 1 0.58 65605 23232
## + `0e2ab0831c` 1 0.44 65605 23232
## + `99d44111c9` 1 0.33 65605 23232
## + `779d13189e` 1 0.22 65605 23232
## + `6516422788` 1 0.11 65605 23232
## + `96c30c7eef` 1 0.08 65605 23232
## + b709f75447 1 0.08 65605 23232
## + `4468394575` 1 0.07 65605 23232
## + d035af6ffa 1 0.07 65605 23232
## + `3e200bf766` 1 0.04 65605 23232
## + `77b3b41efa` 1 0.02 65605 23232
## + fe8cdd80ba 1 0.01 65605 23232
## + a24802caa5 1 0.00 65605 23232
## + `55cf3f7627` 1 0.00 65605 23232
## - `04e7268385` 1 15.81 65621 23232
## - abca7a848f 1 17.89 65623 23233
## - bdf934caa7 1 26.84 65632 23235
## - ffd1cdcfc1 1 31.01 65636 23236
## - `60ec1426ce` 1 33.01 65638 23237
## - `136c1727c3` 1 33.27 65639 23237
## - `65aed7dc1f` 1 39.98 65645 23239
## - fe0318e273 1 41.49 65647 23239
## - `016399044a` 1 53.24 65659 23242
## - `2bc6ab42f7` 1 54.87 65660 23243
## - f0a0febd35 1 55.87 65661 23243
## - `1f3058af83` 1 76.80 65682 23248
## - c0c3df65b1 1 110.30 65716 23257
## - `87b982928b` 1 112.11 65717 23258
## - a14fd026ce 1 114.50 65720 23258
## - `087235d61e` 1 139.32 65745 23265
## - `5f360995ef` 1 233.67 65839 23290
## - f013b60e50 1 236.19 65841 23291
## - `7fe6cb4c98` 1 285.52 65891 23304
## - `174825d438` 1 348.73 65954 23321
## - ea0f4a32e3 1 378.70 65984 23329
## - `8f5f7c556a` 1 400.51 66006 23334
## - `2d7fe4693a` 1 497.89 66103 23360
## - `8c2e088a3d` 1 526.32 66132 23368
## - e0a0772df0 1 688.03 66293 23410
## - d2c775fa99 1 721.65 66327 23419
## - `5b862c0a8f` 1 1130.38 66736 23527
## - beb6e17af1 1 1143.38 66749 23530
## - `06888ceac9_1` 1 1294.84 66900 23570
## - `9a575e82a4_1` 1 1330.10 66935 23579
## - `6db53d265a` 1 1482.21 67087 23619
## - aee1e4fc85 1 1541.45 67147 23634
## - `253eb5ef11` 1 1827.29 67433 23708
## - e86a2190c1 1 1856.40 67462 23716
##
## Call:
## lm(formula = target ~ `06888ceac9_1` + `7cb7913148_2` + `7cb7913148_4` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `1fa099bb01` + `04e7268385` + `298ed82b22` +
## abca7a848f + `29bbd86997` + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2a457d15d9` + c58f611921, data = data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.523 -0.947 -0.278 0.461 55.869
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 719.896860172 59.022665719 12.197 < 0.0000000000000002 ***
## `06888ceac9_1` -0.784299498 0.042288167 -18.547 < 0.0000000000000002 ***
## `7cb7913148_2` 0.060582705 0.036904731 1.642 0.100692
## `7cb7913148_4` 0.177155948 0.105666016 1.677 0.093646 .
## `9a575e82a4_1` -1.389127801 0.073900097 -18.797 < 0.0000000000000002 ***
## `2719b72c0d` -0.000576025 0.000324591 -1.775 0.075979 .
## f66b98dd69 60.862864342 34.916455176 1.743 0.081334 .
## aee1e4fc85 -0.842703573 0.041644361 -20.236 < 0.0000000000000002 ***
## `8a21502326` -0.004849587 0.003271556 -1.482 0.138266
## e86a2190c1 0.000022726 0.000001023 22.207 < 0.0000000000000002 ***
## ed7e658a27 0.001143582 0.000737704 1.550 0.121114
## `253eb5ef11` 1.053222027 0.047803698 22.032 < 0.0000000000000002 ***
## `6db53d265a` -0.000020181 0.000001017 -19.843 < 0.0000000000000002 ***
## `5b862c0a8f` 0.003584252 0.000206839 17.329 < 0.0000000000000002 ***
## beb6e17af1 -0.000017788 0.000001021 -17.428 < 0.0000000000000002 ***
## e0a0772df0 -0.628651315 0.046499810 -13.519 < 0.0000000000000002 ***
## d2c775fa99 -0.003931320 0.000283937 -13.846 < 0.0000000000000002 ***
## `8c2e088a3d` -0.014645605 0.001238591 -11.824 < 0.0000000000000002 ***
## `2d7fe4693a` -0.064714252 0.005627014 -11.501 < 0.0000000000000002 ***
## `174825d438` -0.000009755 0.000001014 -9.625 < 0.0000000000000002 ***
## `8f5f7c556a` 0.004211064 0.000408254 10.315 < 0.0000000000000002 ***
## ea0f4a32e3 -0.761354966 0.075907648 -10.030 < 0.0000000000000002 ***
## `5f360995ef` 0.005028826 0.000638277 7.879 0.0000000000000035 ***
## f013b60e50 0.771866322 0.097445147 7.921 0.0000000000000025 ***
## `7fe6cb4c98` 0.013525275 0.001553002 8.709 < 0.0000000000000002 ***
## `087235d61e` 0.002700539 0.000443912 6.084 0.0000000012004016 ***
## `87b982928b` 0.246822787 0.045227151 5.457 0.0000000489741376 ***
## a14fd026ce 0.002334191 0.000423228 5.515 0.0000000353320049 ***
## `2bc6ab42f7` -0.000381022 0.000099799 -3.818 0.000135 ***
## c0c3df65b1 0.000005533 0.000001022 5.413 0.0000000627976523 ***
## `016399044a` -0.000684783 0.000182080 -3.761 0.000170 ***
## `1f3058af83` -0.000352472 0.000078037 -4.517 0.0000063205446070 ***
## `136c1727c3` 0.021287605 0.007160198 2.973 0.002953 **
## c1b8ce2354 -0.000185807 0.000098801 -1.881 0.060041 .
## `3eb53ae932` 5526.206641582 2938.500800328 1.881 0.060040 .
## `98475257f7` 0.010374713 0.005863638 1.769 0.076856 .
## `65aed7dc1f` 0.001240145 0.000380535 3.259 0.001120 **
## fe0318e273 -0.297750304 0.089681712 -3.320 0.000902 ***
## `56371466d7` -0.000218399 0.000125652 -1.738 0.082206 .
## f0a0febd35 0.000884143 0.000229489 3.853 0.000117 ***
## `60ec1426ce` 0.129661117 0.043784131 2.961 0.003067 **
## ae08d2297e -0.000001840 0.000001015 -1.813 0.069790 .
## bdf934caa7 0.009575473 0.003585902 2.670 0.007585 **
## ffd1cdcfc1 0.021876485 0.007621931 2.870 0.004107 **
## `49756d8e0f` 0.112903873 0.061299998 1.842 0.065518 .
## `1fa099bb01` 0.000734956 0.000411704 1.785 0.074253 .
## `04e7268385` -0.000159532 0.000077845 -2.049 0.040442 *
## `298ed82b22` -0.092134194 0.064010884 -1.439 0.150069
## abca7a848f 0.000002217 0.000001017 2.180 0.029265 *
## `29bbd86997` 0.102693869 0.062876197 1.633 0.102430
## `55907cc1de` 0.002792867 0.001472634 1.897 0.057909 .
## `1f222e3669` 0.003535622 0.001949295 1.814 0.069727 .
## `789b5244a9` -9.222556480 5.954533006 -1.549 0.121441
## `2a457d15d9` -0.000685450 0.000453337 -1.512 0.130549
## c58f611921 -0.000170576 0.000120580 -1.415 0.157196
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.94 on 17428 degrees of freedom
## Multiple R-squared: 0.2602, Adjusted R-squared: 0.2579
## F-statistic: 113.5 on 54 and 17428 DF, p-value: < 0.00000000000000022
## Start: AIC=1623.87
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `435dec85e2` + d4d6566f9c +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + d035af6ffa + fbf66c8021 + `77b3b41efa` + fdf8628ca7 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `072b7e8f27` + a24802caa5 + `12eda2d982` + c58f611921 + `99d44111c9` +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + `779d13189e` +
## `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` +
## b709f75447 + `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff +
## `55cf3f7627` + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - d4d6566f9c 1 0.00 18452 1621.9
## - `435dec85e2` 1 0.00 18452 1621.9
## - `7841b6a5b1` 1 0.01 18452 1621.9
## - `63bcf89b1d` 1 0.02 18452 1621.9
## - `072b7e8f27` 1 0.02 18452 1621.9
## - `2e874bc151` 1 0.02 18452 1621.9
## - `7cb7913148_5` 1 0.02 18452 1621.9
## - `6516422788` 1 0.02 18452 1621.9
## - `4fc17427c8` 1 0.02 18452 1621.9
## - ac826f0013 1 0.03 18452 1621.9
## - d035af6ffa 1 0.03 18452 1621.9
## - b709f75447 1 0.03 18452 1621.9
## - `99d44111c9` 1 0.03 18452 1621.9
## - c58f611921 1 0.03 18452 1621.9
## - `0e2ab0831c` 1 0.04 18452 1621.9
## - fdf8628ca7 1 0.06 18452 1621.9
## - `20f1afc5c7` 1 0.10 18452 1622.0
## - `779d13189e` 1 0.11 18452 1622.0
## - `8a21502326` 1 0.12 18452 1622.0
## - `4468394575` 1 0.13 18452 1622.0
## - `7cb7913148_1` 1 0.13 18452 1622.0
## - `7734c0c22f` 1 0.16 18452 1622.0
## - `1f222e3669` 1 0.21 18452 1622.1
## - `7cb7913148_3` 1 0.22 18452 1622.1
## - `25bbf0e7e7` 1 0.24 18452 1622.1
## - `8de0382f02` 1 0.24 18452 1622.1
## - b4112a94a6 1 0.24 18452 1622.1
## - a24802caa5 1 0.29 18452 1622.1
## - `7743f273c2` 1 0.39 18453 1622.2
## - `55cf3f7627` 1 0.43 18453 1622.3
## - `7cb7913148_7` 1 0.50 18453 1622.3
## - `2bc6ab42f7` 1 0.55 18453 1622.4
## - ee2ac696ff 1 0.56 18453 1622.4
## - `12eda2d982` 1 0.58 18453 1622.4
## - b9a487ac3c 1 0.58 18453 1622.4
## - `96e6f0be58` 1 0.58 18453 1622.4
## - `77b3b41efa` 1 0.63 18453 1622.5
## - `55907cc1de` 1 0.64 18453 1622.5
## - `7cb7913148_6` 1 0.67 18453 1622.5
## - `3df2300fa2` 1 0.71 18453 1622.5
## - `9b6e0b36c2` 1 0.71 18453 1622.5
## - e0a0772df0 1 0.76 18453 1622.6
## - `0342faceb5` 1 0.78 18453 1622.6
## - `789b5244a9` 1 0.79 18453 1622.6
## - ed7e658a27 1 0.81 18453 1622.6
## - `7cb7913148_2` 1 0.91 18453 1622.7
## - fbf66c8021 1 0.92 18453 1622.7
## - c1b8ce2354 1 0.99 18453 1622.8
## - `3eb53ae932` 1 0.99 18453 1622.8
## - `7925993f42` 1 1.24 18454 1623.0
## - `0b846350ef` 1 1.32 18454 1623.1
## - dcfcbc2ea1 1 1.65 18454 1623.4
## - `8311343404` 1 1.75 18454 1623.5
## - ba54a2a637 1 1.89 18454 1623.6
## - aa69c802b6 1 2.01 18454 1623.7
## <none> 18452 1623.9
## - `3e200bf766` 1 2.76 18455 1624.4
## - `7cb7913148_4` 1 3.06 18455 1624.7
## - `2a457d15d9` 1 3.39 18456 1625.0
## - e5efa4d39a 1 3.57 18456 1625.2
## - bdf934caa7 1 3.66 18456 1625.2
## - `29bbd86997` 1 3.85 18456 1625.4
## - `384bec5dd1_1` 1 4.04 18456 1625.6
## - `173b6590ae` 1 4.16 18456 1625.7
## - `298ed82b22` 1 4.21 18456 1625.7
## - `96c30c7eef` 1 4.53 18457 1626.0
## - `56371466d7` 1 4.54 18457 1626.0
## - fe8cdd80ba 1 4.60 18457 1626.1
## - `136c1727c3` 1 4.60 18457 1626.1
## - `1fa099bb01` 1 4.78 18457 1626.3
## - abca7a848f 1 6.34 18459 1627.7
## - ffd1cdcfc1 1 6.56 18459 1627.9
## - `04e7268385` 1 7.10 18459 1628.4
## - `65aed7dc1f` 1 7.65 18460 1628.9
## - f66b98dd69 1 7.88 18460 1629.1
## - `2719b72c0d` 1 8.10 18460 1629.3
## - e7ee22effb 1 8.54 18461 1629.7
## - `98475257f7` 1 8.84 18461 1630.0
## - fe0318e273 1 9.15 18461 1630.3
## - ae08d2297e 1 10.10 18462 1631.2
## - `253eb5ef11` 1 12.89 18465 1633.7
## - `49756d8e0f` 1 16.39 18469 1636.9
## - `60ec1426ce` 1 22.71 18475 1642.8
## - `016399044a` 1 28.84 18481 1648.4
## - c0c3df65b1 1 33.06 18485 1652.3
## - `087235d61e` 1 44.67 18497 1662.9
## - f0a0febd35 1 45.10 18497 1663.3
## - `1f3058af83` 1 50.10 18502 1667.9
## - a14fd026ce 1 66.43 18519 1682.9
## - `87b982928b` 1 69.93 18522 1686.1
## - `7fe6cb4c98` 1 74.75 18527 1690.5
## - f013b60e50 1 92.61 18545 1706.9
## - `5f360995ef` 1 103.71 18556 1717.0
## - ea0f4a32e3 1 126.56 18579 1737.9
## - `174825d438` 1 139.03 18591 1749.3
## - `8c2e088a3d` 1 216.14 18668 1819.6
## - `8f5f7c556a` 1 218.88 18671 1822.1
## - `2d7fe4693a` 1 226.55 18679 1829.1
## - d2c775fa99 1 332.07 18784 1924.7
## - beb6e17af1 1 496.38 18949 2072.6
## - `5b862c0a8f` 1 509.47 18962 2084.3
## - `9a575e82a4_1` 1 546.95 18999 2117.9
## - `06888ceac9_1` 1 616.63 19069 2180.0
## - `6db53d265a` 1 651.07 19103 2210.7
## - e86a2190c1 1 757.27 19210 2304.8
## - aee1e4fc85 1 763.44 19216 2310.2
##
## Step: AIC=1621.87
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `435dec85e2` + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## d035af6ffa + fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + `072b7e8f27` +
## a24802caa5 + `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 +
## `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff + `55cf3f7627` +
## `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7841b6a5b1` 1 0.01 18452 1619.9
## - `63bcf89b1d` 1 0.02 18452 1619.9
## - `072b7e8f27` 1 0.02 18452 1619.9
## - `7cb7913148_5` 1 0.02 18452 1619.9
## - `6516422788` 1 0.02 18452 1619.9
## - `4fc17427c8` 1 0.02 18452 1619.9
## - ac826f0013 1 0.03 18452 1619.9
## - b709f75447 1 0.03 18452 1619.9
## - d035af6ffa 1 0.03 18452 1619.9
## - `99d44111c9` 1 0.03 18452 1619.9
## - c58f611921 1 0.03 18452 1619.9
## - `0e2ab0831c` 1 0.04 18452 1619.9
## - fdf8628ca7 1 0.06 18452 1619.9
## - `20f1afc5c7` 1 0.10 18452 1620.0
## - `779d13189e` 1 0.11 18452 1620.0
## - `8a21502326` 1 0.12 18452 1620.0
## - `4468394575` 1 0.13 18452 1620.0
## - `7cb7913148_1` 1 0.13 18452 1620.0
## - `7734c0c22f` 1 0.16 18452 1620.0
## - `1f222e3669` 1 0.21 18452 1620.1
## - `7cb7913148_3` 1 0.22 18452 1620.1
## - `25bbf0e7e7` 1 0.24 18452 1620.1
## - `8de0382f02` 1 0.24 18452 1620.1
## - b4112a94a6 1 0.24 18452 1620.1
## - a24802caa5 1 0.29 18452 1620.1
## - `7743f273c2` 1 0.39 18453 1620.2
## - `55cf3f7627` 1 0.43 18453 1620.3
## - `7cb7913148_7` 1 0.50 18453 1620.3
## - `2bc6ab42f7` 1 0.55 18453 1620.4
## - ee2ac696ff 1 0.56 18453 1620.4
## - `12eda2d982` 1 0.58 18453 1620.4
## - b9a487ac3c 1 0.58 18453 1620.4
## - `96e6f0be58` 1 0.58 18453 1620.4
## - `77b3b41efa` 1 0.63 18453 1620.5
## - `55907cc1de` 1 0.64 18453 1620.5
## - `7cb7913148_6` 1 0.67 18453 1620.5
## - `3df2300fa2` 1 0.71 18453 1620.5
## - `9b6e0b36c2` 1 0.71 18453 1620.5
## - e0a0772df0 1 0.76 18453 1620.6
## - `0342faceb5` 1 0.78 18453 1620.6
## - `789b5244a9` 1 0.79 18453 1620.6
## - ed7e658a27 1 0.81 18453 1620.6
## - `7cb7913148_2` 1 0.91 18453 1620.7
## - fbf66c8021 1 0.92 18453 1620.7
## - c1b8ce2354 1 0.99 18453 1620.8
## - `3eb53ae932` 1 0.99 18453 1620.8
## - `7925993f42` 1 1.24 18454 1621.0
## - `0b846350ef` 1 1.32 18454 1621.1
## - dcfcbc2ea1 1 1.65 18454 1621.4
## - `8311343404` 1 1.75 18454 1621.5
## - ba54a2a637 1 1.89 18454 1621.6
## - `2e874bc151` 1 1.92 18454 1621.6
## - aa69c802b6 1 2.01 18454 1621.7
## <none> 18452 1621.9
## - `3e200bf766` 1 2.76 18455 1622.4
## - `7cb7913148_4` 1 3.06 18455 1622.7
## - `2a457d15d9` 1 3.39 18456 1623.0
## - e5efa4d39a 1 3.58 18456 1623.2
## - bdf934caa7 1 3.66 18456 1623.2
## - `29bbd86997` 1 3.85 18456 1623.4
## - `384bec5dd1_1` 1 4.04 18456 1623.6
## - `173b6590ae` 1 4.16 18456 1623.7
## - `298ed82b22` 1 4.20 18456 1623.7
## + d4d6566f9c 1 0.00 18452 1623.9
## - `96c30c7eef` 1 4.53 18457 1624.0
## - `56371466d7` 1 4.54 18457 1624.0
## - fe8cdd80ba 1 4.60 18457 1624.1
## - `136c1727c3` 1 4.60 18457 1624.1
## - `1fa099bb01` 1 4.78 18457 1624.3
## - `435dec85e2` 1 4.78 18457 1624.3
## - abca7a848f 1 6.34 18459 1625.7
## - ffd1cdcfc1 1 6.56 18459 1625.9
## - `04e7268385` 1 7.10 18459 1626.4
## - `65aed7dc1f` 1 7.65 18460 1626.9
## - f66b98dd69 1 7.88 18460 1627.1
## - `2719b72c0d` 1 8.10 18460 1627.3
## - e7ee22effb 1 8.54 18461 1627.7
## - `98475257f7` 1 8.84 18461 1628.0
## - fe0318e273 1 9.15 18461 1628.3
## - ae08d2297e 1 10.10 18462 1629.2
## - `253eb5ef11` 1 12.89 18465 1631.7
## - `49756d8e0f` 1 16.39 18469 1635.0
## - `60ec1426ce` 1 22.71 18475 1640.8
## - `016399044a` 1 28.83 18481 1646.4
## - c0c3df65b1 1 33.06 18485 1650.3
## - `087235d61e` 1 44.67 18497 1660.9
## - f0a0febd35 1 45.12 18497 1661.3
## - `1f3058af83` 1 50.10 18502 1665.9
## - a14fd026ce 1 66.43 18519 1680.9
## - `87b982928b` 1 69.94 18522 1684.1
## - `7fe6cb4c98` 1 74.76 18527 1688.5
## - f013b60e50 1 92.61 18545 1704.9
## - `5f360995ef` 1 103.71 18556 1715.0
## - ea0f4a32e3 1 126.57 18579 1735.9
## - `174825d438` 1 139.03 18591 1747.3
## - `8c2e088a3d` 1 216.20 18668 1817.7
## - `8f5f7c556a` 1 218.89 18671 1820.1
## - `2d7fe4693a` 1 226.55 18679 1827.1
## - d2c775fa99 1 332.07 18784 1922.7
## - beb6e17af1 1 496.38 18949 2070.6
## - `5b862c0a8f` 1 509.55 18962 2082.4
## - `9a575e82a4_1` 1 546.97 18999 2115.9
## - `06888ceac9_1` 1 616.67 19069 2178.1
## - `6db53d265a` 1 651.15 19103 2208.7
## - e86a2190c1 1 757.33 19210 2302.9
## - aee1e4fc85 1 763.51 19216 2308.3
##
## Step: AIC=1619.88
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + `04e7268385` + `8311343404` +
## e7ee22effb + `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + d035af6ffa + fbf66c8021 +
## `77b3b41efa` + fdf8628ca7 + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `072b7e8f27` + a24802caa5 + `12eda2d982` +
## c58f611921 + `99d44111c9` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + `779d13189e` + `0342faceb5` + ac826f0013 +
## ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 + `4468394575` +
## `4fc17427c8` + b9a487ac3c + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `63bcf89b1d` 1 0.02 18452 1617.9
## - `072b7e8f27` 1 0.02 18452 1617.9
## - `7cb7913148_5` 1 0.02 18452 1617.9
## - `6516422788` 1 0.02 18452 1617.9
## - `4fc17427c8` 1 0.02 18452 1617.9
## - ac826f0013 1 0.03 18452 1617.9
## - b709f75447 1 0.03 18452 1617.9
## - d035af6ffa 1 0.03 18452 1617.9
## - `99d44111c9` 1 0.03 18452 1617.9
## - c58f611921 1 0.03 18452 1617.9
## - `0e2ab0831c` 1 0.03 18452 1617.9
## - fdf8628ca7 1 0.06 18452 1617.9
## - `20f1afc5c7` 1 0.10 18452 1618.0
## - `779d13189e` 1 0.11 18452 1618.0
## - `8a21502326` 1 0.12 18452 1618.0
## - `4468394575` 1 0.13 18452 1618.0
## - `7cb7913148_1` 1 0.13 18452 1618.0
## - `7734c0c22f` 1 0.16 18452 1618.0
## - `1f222e3669` 1 0.21 18452 1618.1
## - `7cb7913148_3` 1 0.22 18452 1618.1
## - `25bbf0e7e7` 1 0.24 18452 1618.1
## - `8de0382f02` 1 0.24 18452 1618.1
## - b4112a94a6 1 0.24 18452 1618.1
## - a24802caa5 1 0.29 18452 1618.1
## - `7743f273c2` 1 0.39 18453 1618.2
## - `55cf3f7627` 1 0.43 18453 1618.3
## - `7cb7913148_7` 1 0.50 18453 1618.3
## - `2bc6ab42f7` 1 0.55 18453 1618.4
## - ee2ac696ff 1 0.56 18453 1618.4
## - `12eda2d982` 1 0.58 18453 1618.4
## - b9a487ac3c 1 0.58 18453 1618.4
## - `96e6f0be58` 1 0.59 18453 1618.4
## - `77b3b41efa` 1 0.63 18453 1618.5
## - `55907cc1de` 1 0.63 18453 1618.5
## - `7cb7913148_6` 1 0.67 18453 1618.5
## - `3df2300fa2` 1 0.71 18453 1618.5
## - `9b6e0b36c2` 1 0.71 18453 1618.5
## - `0342faceb5` 1 0.78 18453 1618.6
## - `789b5244a9` 1 0.79 18453 1618.6
## - ed7e658a27 1 0.81 18453 1618.6
## - `7cb7913148_2` 1 0.91 18453 1618.7
## - fbf66c8021 1 0.92 18453 1618.7
## - c1b8ce2354 1 0.99 18453 1618.8
## - `3eb53ae932` 1 0.99 18453 1618.8
## - `7925993f42` 1 1.24 18454 1619.0
## - `0b846350ef` 1 1.32 18454 1619.1
## - dcfcbc2ea1 1 1.64 18454 1619.4
## - `8311343404` 1 1.75 18454 1619.5
## - ba54a2a637 1 1.89 18454 1619.6
## - `2e874bc151` 1 1.92 18454 1619.6
## - aa69c802b6 1 2.01 18454 1619.7
## <none> 18452 1619.9
## - `3e200bf766` 1 2.76 18455 1620.4
## - `7cb7913148_4` 1 3.06 18455 1620.7
## - `2a457d15d9` 1 3.39 18456 1621.0
## - e5efa4d39a 1 3.58 18456 1621.2
## - bdf934caa7 1 3.67 18456 1621.2
## - `29bbd86997` 1 3.85 18456 1621.4
## - `384bec5dd1_1` 1 4.04 18456 1621.6
## - `173b6590ae` 1 4.16 18456 1621.7
## - `298ed82b22` 1 4.20 18456 1621.8
## + `7841b6a5b1` 1 0.01 18452 1621.9
## + d4d6566f9c 1 0.00 18452 1621.9
## - `96c30c7eef` 1 4.53 18457 1622.0
## - `56371466d7` 1 4.53 18457 1622.0
## - fe8cdd80ba 1 4.59 18457 1622.1
## - `136c1727c3` 1 4.60 18457 1622.1
## - `1fa099bb01` 1 4.78 18457 1622.3
## - `435dec85e2` 1 4.78 18457 1622.3
## - abca7a848f 1 6.35 18459 1623.7
## - ffd1cdcfc1 1 6.56 18459 1623.9
## - `04e7268385` 1 7.10 18459 1624.4
## - `65aed7dc1f` 1 7.65 18460 1624.9
## - f66b98dd69 1 7.88 18460 1625.1
## - `2719b72c0d` 1 8.10 18460 1625.3
## - e7ee22effb 1 8.54 18461 1625.7
## - `98475257f7` 1 8.84 18461 1626.0
## - fe0318e273 1 9.15 18461 1626.3
## - ae08d2297e 1 10.10 18462 1627.2
## - `253eb5ef11` 1 12.90 18465 1629.7
## - `49756d8e0f` 1 16.39 18469 1633.0
## - `60ec1426ce` 1 22.71 18475 1638.8
## - `016399044a` 1 28.84 18481 1644.4
## - c0c3df65b1 1 33.05 18485 1648.3
## - `087235d61e` 1 44.67 18497 1658.9
## - f0a0febd35 1 45.11 18497 1659.3
## - `1f3058af83` 1 50.11 18502 1663.9
## - a14fd026ce 1 66.43 18519 1678.9
## - `87b982928b` 1 69.96 18522 1682.1
## - `7fe6cb4c98` 1 74.76 18527 1686.5
## - f013b60e50 1 92.61 18545 1702.9
## - `5f360995ef` 1 103.70 18556 1713.0
## - ea0f4a32e3 1 126.56 18579 1733.9
## - `174825d438` 1 139.08 18591 1745.4
## - `8c2e088a3d` 1 216.23 18668 1815.7
## - `8f5f7c556a` 1 218.92 18671 1818.1
## - `2d7fe4693a` 1 226.56 18679 1825.1
## - e0a0772df0 1 310.22 18762 1901.0
## - d2c775fa99 1 332.08 18784 1920.7
## - beb6e17af1 1 496.47 18949 2068.7
## - `5b862c0a8f` 1 509.54 18962 2080.4
## - `9a575e82a4_1` 1 547.01 18999 2113.9
## - `06888ceac9_1` 1 616.66 19069 2176.1
## - `6db53d265a` 1 651.41 19104 2207.0
## - e86a2190c1 1 757.35 19210 2300.9
## - aee1e4fc85 1 763.51 19216 2306.3
##
## Step: AIC=1617.89
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` +
## `435dec85e2` + `04e7268385` + `8311343404` + e7ee22effb +
## `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + d035af6ffa + fbf66c8021 +
## `77b3b41efa` + fdf8628ca7 + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `072b7e8f27` + a24802caa5 + `12eda2d982` +
## c58f611921 + `99d44111c9` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + `779d13189e` + `0342faceb5` + ac826f0013 +
## ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 + `4468394575` +
## `4fc17427c8` + b9a487ac3c + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `072b7e8f27` 1 0.02 18452 1615.9
## - `7cb7913148_5` 1 0.02 18452 1615.9
## - `6516422788` 1 0.02 18452 1615.9
## - `4fc17427c8` 1 0.02 18452 1615.9
## - ac826f0013 1 0.03 18452 1615.9
## - d035af6ffa 1 0.03 18452 1615.9
## - b709f75447 1 0.03 18452 1615.9
## - `99d44111c9` 1 0.03 18452 1615.9
## - c58f611921 1 0.03 18452 1615.9
## - `0e2ab0831c` 1 0.04 18452 1615.9
## - fdf8628ca7 1 0.06 18452 1616.0
## - `20f1afc5c7` 1 0.10 18452 1616.0
## - `779d13189e` 1 0.11 18452 1616.0
## - `8a21502326` 1 0.12 18452 1616.0
## - `4468394575` 1 0.13 18452 1616.0
## - `7cb7913148_1` 1 0.13 18452 1616.0
## - `7734c0c22f` 1 0.16 18452 1616.0
## - `1f222e3669` 1 0.21 18452 1616.1
## - `7cb7913148_3` 1 0.22 18452 1616.1
## - `25bbf0e7e7` 1 0.24 18452 1616.1
## - `8de0382f02` 1 0.24 18452 1616.1
## - b4112a94a6 1 0.24 18452 1616.1
## - a24802caa5 1 0.29 18452 1616.2
## - `7743f273c2` 1 0.39 18453 1616.2
## - `55cf3f7627` 1 0.42 18453 1616.3
## - `7cb7913148_7` 1 0.50 18453 1616.3
## - `2bc6ab42f7` 1 0.55 18453 1616.4
## - ee2ac696ff 1 0.56 18453 1616.4
## - `12eda2d982` 1 0.57 18453 1616.4
## - b9a487ac3c 1 0.58 18453 1616.4
## - `96e6f0be58` 1 0.59 18453 1616.4
## - `77b3b41efa` 1 0.63 18453 1616.5
## - `55907cc1de` 1 0.64 18453 1616.5
## - `7cb7913148_6` 1 0.67 18453 1616.5
## - `3df2300fa2` 1 0.71 18453 1616.5
## - `9b6e0b36c2` 1 0.71 18453 1616.5
## - `0342faceb5` 1 0.78 18453 1616.6
## - `789b5244a9` 1 0.79 18453 1616.6
## - ed7e658a27 1 0.81 18453 1616.6
## - `7cb7913148_2` 1 0.91 18453 1616.7
## - fbf66c8021 1 0.92 18453 1616.7
## - c1b8ce2354 1 0.99 18453 1616.8
## - `3eb53ae932` 1 0.99 18453 1616.8
## - `7925993f42` 1 1.24 18454 1617.0
## - `0b846350ef` 1 1.32 18454 1617.1
## - dcfcbc2ea1 1 1.64 18454 1617.4
## - `8311343404` 1 1.75 18454 1617.5
## - ba54a2a637 1 1.90 18454 1617.6
## - `2e874bc151` 1 1.91 18454 1617.7
## - aa69c802b6 1 2.01 18454 1617.7
## <none> 18452 1617.9
## - `3e200bf766` 1 2.76 18455 1618.4
## - `7cb7913148_4` 1 3.06 18455 1618.7
## - `2a457d15d9` 1 3.39 18456 1619.0
## - e5efa4d39a 1 3.58 18456 1619.2
## - bdf934caa7 1 3.66 18456 1619.3
## - `29bbd86997` 1 3.85 18456 1619.4
## - `384bec5dd1_1` 1 4.05 18456 1619.6
## - `173b6590ae` 1 4.16 18456 1619.7
## - `298ed82b22` 1 4.20 18456 1619.8
## + `63bcf89b1d` 1 0.02 18452 1619.9
## + `7841b6a5b1` 1 0.01 18452 1619.9
## + d4d6566f9c 1 0.00 18452 1619.9
## - `56371466d7` 1 4.53 18457 1620.1
## - `96c30c7eef` 1 4.53 18457 1620.1
## - fe8cdd80ba 1 4.59 18457 1620.1
## - `136c1727c3` 1 4.59 18457 1620.1
## - `435dec85e2` 1 4.78 18457 1620.3
## - `1fa099bb01` 1 4.78 18457 1620.3
## - abca7a848f 1 6.35 18459 1621.7
## - ffd1cdcfc1 1 6.57 18459 1621.9
## - `04e7268385` 1 7.09 18459 1622.4
## - `65aed7dc1f` 1 7.65 18460 1622.9
## - f66b98dd69 1 7.88 18460 1623.1
## - `2719b72c0d` 1 8.10 18460 1623.3
## - e7ee22effb 1 8.53 18461 1623.7
## - `98475257f7` 1 8.84 18461 1624.0
## - fe0318e273 1 9.15 18461 1624.3
## - ae08d2297e 1 10.09 18462 1625.2
## - `253eb5ef11` 1 12.90 18465 1627.8
## - `49756d8e0f` 1 16.40 18469 1631.0
## - `60ec1426ce` 1 22.71 18475 1636.8
## - `016399044a` 1 28.83 18481 1642.4
## - c0c3df65b1 1 33.04 18485 1646.3
## - `087235d61e` 1 44.67 18497 1657.0
## - f0a0febd35 1 45.10 18497 1657.3
## - `1f3058af83` 1 50.10 18502 1661.9
## - a14fd026ce 1 66.43 18519 1676.9
## - `87b982928b` 1 69.97 18522 1680.2
## - `7fe6cb4c98` 1 74.75 18527 1684.5
## - f013b60e50 1 92.62 18545 1700.9
## - `5f360995ef` 1 103.70 18556 1711.0
## - ea0f4a32e3 1 126.57 18579 1732.0
## - `174825d438` 1 139.07 18591 1743.4
## - `8c2e088a3d` 1 216.22 18668 1813.7
## - `8f5f7c556a` 1 218.91 18671 1816.2
## - `2d7fe4693a` 1 226.63 18679 1823.2
## - e0a0772df0 1 310.22 18762 1899.0
## - d2c775fa99 1 332.08 18784 1918.8
## - beb6e17af1 1 496.48 18949 2066.7
## - `5b862c0a8f` 1 509.63 18962 2078.5
## - `9a575e82a4_1` 1 547.07 18999 2112.0
## - `06888ceac9_1` 1 616.69 19069 2174.1
## - `6db53d265a` 1 651.51 19104 2205.1
## - e86a2190c1 1 757.33 19210 2298.9
## - aee1e4fc85 1 763.53 19216 2304.3
##
## Step: AIC=1615.91
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` +
## `435dec85e2` + `04e7268385` + `8311343404` + e7ee22effb +
## `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + d035af6ffa + fbf66c8021 +
## `77b3b41efa` + fdf8628ca7 + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + a24802caa5 + `12eda2d982` + c58f611921 + `99d44111c9` +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + `779d13189e` +
## `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` +
## b709f75447 + `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff +
## `55cf3f7627` + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_5` 1 0.02 18452 1613.9
## - `6516422788` 1 0.02 18452 1613.9
## - `4fc17427c8` 1 0.02 18452 1613.9
## - ac826f0013 1 0.03 18452 1613.9
## - d035af6ffa 1 0.03 18452 1613.9
## - b709f75447 1 0.03 18452 1613.9
## - `99d44111c9` 1 0.03 18452 1613.9
## - `0e2ab0831c` 1 0.04 18452 1613.9
## - c58f611921 1 0.04 18452 1613.9
## - fdf8628ca7 1 0.06 18452 1614.0
## - `20f1afc5c7` 1 0.10 18452 1614.0
## - `8a21502326` 1 0.11 18452 1614.0
## - `779d13189e` 1 0.11 18452 1614.0
## - `7cb7913148_1` 1 0.13 18452 1614.0
## - `4468394575` 1 0.13 18452 1614.0
## - `7734c0c22f` 1 0.16 18452 1614.1
## - `1f222e3669` 1 0.21 18452 1614.1
## - `7cb7913148_3` 1 0.23 18452 1614.1
## - `25bbf0e7e7` 1 0.24 18452 1614.1
## - `8de0382f02` 1 0.24 18452 1614.1
## - b4112a94a6 1 0.24 18452 1614.1
## - a24802caa5 1 0.29 18453 1614.2
## - `7743f273c2` 1 0.39 18453 1614.3
## - `55cf3f7627` 1 0.42 18453 1614.3
## - `7cb7913148_7` 1 0.49 18453 1614.4
## - `2bc6ab42f7` 1 0.55 18453 1614.4
## - ee2ac696ff 1 0.56 18453 1614.4
## - `12eda2d982` 1 0.58 18453 1614.4
## - b9a487ac3c 1 0.58 18453 1614.5
## - `96e6f0be58` 1 0.59 18453 1614.5
## - `77b3b41efa` 1 0.63 18453 1614.5
## - `55907cc1de` 1 0.63 18453 1614.5
## - `7cb7913148_6` 1 0.67 18453 1614.5
## - `3df2300fa2` 1 0.71 18453 1614.6
## - `9b6e0b36c2` 1 0.71 18453 1614.6
## - `0342faceb5` 1 0.78 18453 1614.6
## - `789b5244a9` 1 0.79 18453 1614.6
## - ed7e658a27 1 0.81 18453 1614.7
## - `7cb7913148_2` 1 0.90 18453 1614.7
## - fbf66c8021 1 0.92 18453 1614.8
## - c1b8ce2354 1 0.99 18453 1614.8
## - `3eb53ae932` 1 0.99 18453 1614.8
## - `7925993f42` 1 1.24 18454 1615.0
## - `0b846350ef` 1 1.32 18454 1615.1
## - dcfcbc2ea1 1 1.65 18454 1615.4
## - `8311343404` 1 1.75 18454 1615.5
## - ba54a2a637 1 1.90 18454 1615.7
## - `2e874bc151` 1 1.91 18454 1615.7
## - aa69c802b6 1 2.00 18454 1615.8
## <none> 18452 1615.9
## - `3e200bf766` 1 2.76 18455 1616.5
## - `7cb7913148_4` 1 3.06 18455 1616.7
## - `2a457d15d9` 1 3.39 18456 1617.0
## - e5efa4d39a 1 3.57 18456 1617.2
## - bdf934caa7 1 3.67 18456 1617.3
## - `29bbd86997` 1 3.85 18456 1617.5
## - `384bec5dd1_1` 1 4.05 18456 1617.6
## - `173b6590ae` 1 4.16 18456 1617.7
## - `298ed82b22` 1 4.21 18456 1617.8
## + `072b7e8f27` 1 0.02 18452 1617.9
## + `63bcf89b1d` 1 0.02 18452 1617.9
## + `7841b6a5b1` 1 0.01 18452 1617.9
## + d4d6566f9c 1 0.00 18452 1617.9
## - `56371466d7` 1 4.52 18457 1618.1
## - `96c30c7eef` 1 4.53 18457 1618.1
## - `136c1727c3` 1 4.59 18457 1618.1
## - fe8cdd80ba 1 4.59 18457 1618.1
## - `435dec85e2` 1 4.78 18457 1618.3
## - `1fa099bb01` 1 4.78 18457 1618.3
## - abca7a848f 1 6.34 18459 1619.7
## - ffd1cdcfc1 1 6.58 18459 1620.0
## - `04e7268385` 1 7.10 18459 1620.4
## - `65aed7dc1f` 1 7.65 18460 1621.0
## - f66b98dd69 1 7.88 18460 1621.2
## - `2719b72c0d` 1 8.10 18460 1621.4
## - e7ee22effb 1 8.53 18461 1621.8
## - `98475257f7` 1 8.84 18461 1622.0
## - fe0318e273 1 9.15 18461 1622.3
## - ae08d2297e 1 10.09 18462 1623.2
## - `253eb5ef11` 1 12.90 18465 1625.8
## - `49756d8e0f` 1 16.41 18469 1629.0
## - `60ec1426ce` 1 22.72 18475 1634.8
## - `016399044a` 1 28.84 18481 1640.4
## - c0c3df65b1 1 33.04 18485 1644.3
## - `087235d61e` 1 44.66 18497 1655.0
## - f0a0febd35 1 45.11 18497 1655.4
## - `1f3058af83` 1 50.12 18502 1660.0
## - a14fd026ce 1 66.42 18519 1674.9
## - `87b982928b` 1 69.97 18522 1678.2
## - `7fe6cb4c98` 1 74.75 18527 1682.6
## - f013b60e50 1 92.62 18545 1698.9
## - `5f360995ef` 1 103.76 18556 1709.1
## - ea0f4a32e3 1 126.66 18579 1730.1
## - `174825d438` 1 139.06 18591 1741.4
## - `8c2e088a3d` 1 216.22 18668 1811.7
## - `8f5f7c556a` 1 218.98 18671 1814.2
## - `2d7fe4693a` 1 226.61 18679 1821.2
## - e0a0772df0 1 310.38 18763 1897.2
## - d2c775fa99 1 332.11 18784 1916.8
## - beb6e17af1 1 496.52 18949 2064.8
## - `5b862c0a8f` 1 509.64 18962 2076.5
## - `9a575e82a4_1` 1 547.12 18999 2110.1
## - `06888ceac9_1` 1 616.86 19069 2172.3
## - `6db53d265a` 1 651.50 19104 2203.1
## - e86a2190c1 1 757.51 19210 2297.1
## - aee1e4fc85 1 763.52 19216 2302.4
##
## Step: AIC=1613.93
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + `6516422788` +
## ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + d035af6ffa + fbf66c8021 + `77b3b41efa` + fdf8628ca7 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## a24802caa5 + `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 +
## `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff + `55cf3f7627` +
## `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `4fc17427c8` 1 0.02 18452 1612.0
## - `6516422788` 1 0.02 18452 1612.0
## - ac826f0013 1 0.03 18452 1612.0
## - d035af6ffa 1 0.03 18452 1612.0
## - b709f75447 1 0.03 18452 1612.0
## - `99d44111c9` 1 0.03 18452 1612.0
## - `0e2ab0831c` 1 0.04 18452 1612.0
## - c58f611921 1 0.04 18452 1612.0
## - fdf8628ca7 1 0.06 18452 1612.0
## - `20f1afc5c7` 1 0.10 18452 1612.0
## - `779d13189e` 1 0.12 18452 1612.0
## - `8a21502326` 1 0.12 18452 1612.0
## - `7cb7913148_1` 1 0.12 18452 1612.0
## - `4468394575` 1 0.13 18452 1612.0
## - `7734c0c22f` 1 0.16 18452 1612.1
## - `1f222e3669` 1 0.21 18452 1612.1
## - `7cb7913148_3` 1 0.22 18452 1612.1
## - `25bbf0e7e7` 1 0.23 18452 1612.1
## - `8de0382f02` 1 0.24 18452 1612.2
## - b4112a94a6 1 0.24 18452 1612.2
## - a24802caa5 1 0.29 18453 1612.2
## - `7743f273c2` 1 0.39 18453 1612.3
## - `55cf3f7627` 1 0.42 18453 1612.3
## - `7cb7913148_7` 1 0.50 18453 1612.4
## - `2bc6ab42f7` 1 0.55 18453 1612.4
## - ee2ac696ff 1 0.56 18453 1612.4
## - `12eda2d982` 1 0.58 18453 1612.5
## - b9a487ac3c 1 0.58 18453 1612.5
## - `96e6f0be58` 1 0.58 18453 1612.5
## - `77b3b41efa` 1 0.63 18453 1612.5
## - `55907cc1de` 1 0.63 18453 1612.5
## - `7cb7913148_6` 1 0.67 18453 1612.5
## - `3df2300fa2` 1 0.71 18453 1612.6
## - `9b6e0b36c2` 1 0.71 18453 1612.6
## - `0342faceb5` 1 0.78 18453 1612.6
## - `789b5244a9` 1 0.79 18453 1612.7
## - ed7e658a27 1 0.81 18453 1612.7
## - `7cb7913148_2` 1 0.89 18453 1612.8
## - fbf66c8021 1 0.92 18453 1612.8
## - c1b8ce2354 1 0.99 18453 1612.8
## - `3eb53ae932` 1 0.99 18453 1612.8
## - `7925993f42` 1 1.24 18454 1613.1
## - `0b846350ef` 1 1.32 18454 1613.1
## - dcfcbc2ea1 1 1.64 18454 1613.4
## - `8311343404` 1 1.74 18454 1613.5
## - ba54a2a637 1 1.90 18454 1613.7
## - `2e874bc151` 1 1.92 18454 1613.7
## - aa69c802b6 1 1.99 18454 1613.8
## <none> 18452 1613.9
## - `3e200bf766` 1 2.76 18455 1614.5
## - `7cb7913148_4` 1 3.05 18455 1614.7
## - `2a457d15d9` 1 3.39 18456 1615.0
## - e5efa4d39a 1 3.57 18456 1615.2
## - bdf934caa7 1 3.66 18456 1615.3
## - `29bbd86997` 1 3.85 18456 1615.5
## - `384bec5dd1_1` 1 4.06 18456 1615.7
## - `173b6590ae` 1 4.16 18456 1615.8
## - `298ed82b22` 1 4.20 18456 1615.8
## + `7cb7913148_5` 1 0.02 18452 1615.9
## + `072b7e8f27` 1 0.02 18452 1615.9
## + `63bcf89b1d` 1 0.02 18452 1615.9
## + `7841b6a5b1` 1 0.01 18452 1615.9
## + d4d6566f9c 1 0.00 18452 1615.9
## - `56371466d7` 1 4.52 18457 1616.1
## - `96c30c7eef` 1 4.53 18457 1616.1
## - `136c1727c3` 1 4.58 18457 1616.2
## - fe8cdd80ba 1 4.60 18457 1616.2
## - `1fa099bb01` 1 4.79 18457 1616.3
## - `435dec85e2` 1 4.79 18457 1616.3
## - abca7a848f 1 6.34 18459 1617.8
## - ffd1cdcfc1 1 6.58 18459 1618.0
## - `04e7268385` 1 7.10 18459 1618.5
## - `65aed7dc1f` 1 7.66 18460 1619.0
## - f66b98dd69 1 7.89 18460 1619.2
## - `2719b72c0d` 1 8.11 18460 1619.4
## - e7ee22effb 1 8.53 18461 1619.8
## - `98475257f7` 1 8.86 18461 1620.1
## - fe0318e273 1 9.14 18461 1620.3
## - ae08d2297e 1 10.08 18462 1621.2
## - `253eb5ef11` 1 12.89 18465 1623.8
## - `49756d8e0f` 1 16.41 18469 1627.0
## - `60ec1426ce` 1 22.73 18475 1632.8
## - `016399044a` 1 28.86 18481 1638.5
## - c0c3df65b1 1 33.06 18485 1642.3
## - `087235d61e` 1 44.68 18497 1653.0
## - f0a0febd35 1 45.11 18497 1653.4
## - `1f3058af83` 1 50.11 18502 1658.0
## - a14fd026ce 1 66.42 18519 1672.9
## - `87b982928b` 1 69.96 18522 1676.2
## - `7fe6cb4c98` 1 74.77 18527 1680.6
## - f013b60e50 1 92.59 18545 1696.9
## - `5f360995ef` 1 103.75 18556 1707.1
## - ea0f4a32e3 1 126.67 18579 1728.1
## - `174825d438` 1 139.05 18591 1739.4
## - `8c2e088a3d` 1 216.20 18668 1809.7
## - `8f5f7c556a` 1 219.01 18671 1812.3
## - `2d7fe4693a` 1 226.60 18679 1819.2
## - e0a0772df0 1 310.39 18763 1895.2
## - d2c775fa99 1 332.12 18784 1914.8
## - beb6e17af1 1 496.57 18949 2062.8
## - `5b862c0a8f` 1 509.65 18962 2074.6
## - `9a575e82a4_1` 1 547.10 18999 2108.1
## - `06888ceac9_1` 1 616.84 19069 2170.3
## - `6db53d265a` 1 651.55 19104 2201.2
## - e86a2190c1 1 757.50 19210 2295.1
## - aee1e4fc85 1 763.79 19216 2300.6
##
## Step: AIC=1611.95
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + `6516422788` +
## ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + d035af6ffa + fbf66c8021 + `77b3b41efa` + fdf8628ca7 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## a24802caa5 + `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 +
## `4468394575` + b9a487ac3c + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `6516422788` 1 0.02 18452 1610.0
## - ac826f0013 1 0.03 18452 1610.0
## - d035af6ffa 1 0.03 18452 1610.0
## - b709f75447 1 0.03 18452 1610.0
## - `99d44111c9` 1 0.03 18452 1610.0
## - c58f611921 1 0.03 18452 1610.0
## - `0e2ab0831c` 1 0.04 18452 1610.0
## - fdf8628ca7 1 0.06 18452 1610.0
## - `20f1afc5c7` 1 0.10 18452 1610.0
## - `779d13189e` 1 0.12 18452 1610.1
## - `8a21502326` 1 0.12 18452 1610.1
## - `7cb7913148_1` 1 0.12 18452 1610.1
## - `4468394575` 1 0.13 18452 1610.1
## - `7734c0c22f` 1 0.16 18452 1610.1
## - `1f222e3669` 1 0.21 18452 1610.2
## - `7cb7913148_3` 1 0.22 18452 1610.2
## - `25bbf0e7e7` 1 0.23 18453 1610.2
## - `8de0382f02` 1 0.24 18453 1610.2
## - b4112a94a6 1 0.24 18453 1610.2
## - a24802caa5 1 0.29 18453 1610.2
## - `7743f273c2` 1 0.39 18453 1610.3
## - `55cf3f7627` 1 0.42 18453 1610.3
## - `7cb7913148_7` 1 0.50 18453 1610.4
## - `2bc6ab42f7` 1 0.55 18453 1610.5
## - ee2ac696ff 1 0.56 18453 1610.5
## - `12eda2d982` 1 0.58 18453 1610.5
## - `96e6f0be58` 1 0.58 18453 1610.5
## - b9a487ac3c 1 0.58 18453 1610.5
## - `55907cc1de` 1 0.63 18453 1610.5
## - `77b3b41efa` 1 0.63 18453 1610.5
## - `7cb7913148_6` 1 0.67 18453 1610.6
## - `3df2300fa2` 1 0.71 18453 1610.6
## - `9b6e0b36c2` 1 0.71 18453 1610.6
## - `0342faceb5` 1 0.78 18453 1610.7
## - `789b5244a9` 1 0.79 18453 1610.7
## - ed7e658a27 1 0.81 18453 1610.7
## - `7cb7913148_2` 1 0.89 18453 1610.8
## - fbf66c8021 1 0.92 18453 1610.8
## - c1b8ce2354 1 0.99 18453 1610.9
## - `3eb53ae932` 1 0.99 18453 1610.9
## - `7925993f42` 1 1.25 18454 1611.1
## - `0b846350ef` 1 1.32 18454 1611.2
## - dcfcbc2ea1 1 1.65 18454 1611.5
## - `8311343404` 1 1.74 18454 1611.6
## - ba54a2a637 1 1.91 18454 1611.7
## - `2e874bc151` 1 1.92 18454 1611.7
## - aa69c802b6 1 1.99 18454 1611.8
## <none> 18452 1612.0
## - `3e200bf766` 1 2.76 18455 1612.5
## - `7cb7913148_4` 1 3.05 18455 1612.8
## - `2a457d15d9` 1 3.40 18456 1613.1
## - e5efa4d39a 1 3.58 18456 1613.2
## - bdf934caa7 1 3.66 18456 1613.3
## - `29bbd86997` 1 3.85 18456 1613.5
## - `384bec5dd1_1` 1 4.05 18456 1613.7
## - `173b6590ae` 1 4.16 18456 1613.8
## - `298ed82b22` 1 4.20 18456 1613.8
## + `4fc17427c8` 1 0.02 18452 1613.9
## + `7cb7913148_5` 1 0.02 18452 1613.9
## + `072b7e8f27` 1 0.02 18452 1613.9
## + `63bcf89b1d` 1 0.02 18452 1613.9
## + `7841b6a5b1` 1 0.01 18452 1613.9
## + d4d6566f9c 1 0.00 18452 1614.0
## - `56371466d7` 1 4.52 18457 1614.1
## - `96c30c7eef` 1 4.53 18457 1614.1
## - `136c1727c3` 1 4.58 18457 1614.2
## - fe8cdd80ba 1 4.59 18457 1614.2
## - `1fa099bb01` 1 4.78 18457 1614.3
## - `435dec85e2` 1 4.79 18457 1614.3
## - abca7a848f 1 6.33 18459 1615.8
## - ffd1cdcfc1 1 6.58 18459 1616.0
## - `04e7268385` 1 7.10 18459 1616.5
## - `65aed7dc1f` 1 7.66 18460 1617.0
## - f66b98dd69 1 7.89 18460 1617.2
## - `2719b72c0d` 1 8.11 18460 1617.4
## - e7ee22effb 1 8.52 18461 1617.8
## - `98475257f7` 1 8.85 18461 1618.1
## - fe0318e273 1 9.14 18462 1618.4
## - ae08d2297e 1 10.08 18462 1619.2
## - `253eb5ef11` 1 12.91 18465 1621.8
## - `49756d8e0f` 1 16.42 18469 1625.0
## - `60ec1426ce` 1 22.73 18475 1630.8
## - `016399044a` 1 28.85 18481 1636.5
## - c0c3df65b1 1 33.05 18485 1640.3
## - `087235d61e` 1 44.68 18497 1651.0
## - f0a0febd35 1 45.14 18498 1651.4
## - `1f3058af83` 1 50.10 18502 1656.0
## - a14fd026ce 1 66.42 18519 1671.0
## - `87b982928b` 1 69.97 18522 1674.2
## - `7fe6cb4c98` 1 74.77 18527 1678.6
## - f013b60e50 1 92.64 18545 1695.0
## - `5f360995ef` 1 103.78 18556 1705.2
## - ea0f4a32e3 1 126.71 18579 1726.2
## - `174825d438` 1 139.03 18591 1737.4
## - `8c2e088a3d` 1 216.22 18668 1807.8
## - `8f5f7c556a` 1 219.02 18671 1810.3
## - `2d7fe4693a` 1 226.61 18679 1817.2
## - e0a0772df0 1 310.40 18763 1893.2
## - d2c775fa99 1 332.17 18784 1912.9
## - beb6e17af1 1 496.56 18949 2060.8
## - `5b862c0a8f` 1 509.68 18962 2072.6
## - `9a575e82a4_1` 1 547.15 19000 2106.1
## - `06888ceac9_1` 1 616.82 19069 2168.3
## - `6db53d265a` 1 651.52 19104 2199.2
## - e86a2190c1 1 757.65 19210 2293.2
## - aee1e4fc85 1 763.83 19216 2298.7
##
## Step: AIC=1609.97
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `1fa099bb01` + `435dec85e2` + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## d035af6ffa + fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + a24802caa5 +
## `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 +
## `4468394575` + b9a487ac3c + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - ac826f0013 1 0.03 18452 1608.0
## - d035af6ffa 1 0.03 18452 1608.0
## - b709f75447 1 0.03 18452 1608.0
## - `99d44111c9` 1 0.03 18452 1608.0
## - c58f611921 1 0.03 18452 1608.0
## - `0e2ab0831c` 1 0.03 18452 1608.0
## - fdf8628ca7 1 0.06 18452 1608.0
## - `20f1afc5c7` 1 0.10 18452 1608.1
## - `8a21502326` 1 0.11 18452 1608.1
## - `779d13189e` 1 0.12 18452 1608.1
## - `7cb7913148_1` 1 0.12 18452 1608.1
## - `4468394575` 1 0.13 18452 1608.1
## - `7734c0c22f` 1 0.16 18452 1608.1
## - `1f222e3669` 1 0.21 18453 1608.2
## - `7cb7913148_3` 1 0.22 18453 1608.2
## - `25bbf0e7e7` 1 0.24 18453 1608.2
## - `8de0382f02` 1 0.24 18453 1608.2
## - b4112a94a6 1 0.24 18453 1608.2
## - a24802caa5 1 0.29 18453 1608.2
## - `7743f273c2` 1 0.39 18453 1608.3
## - `55cf3f7627` 1 0.42 18453 1608.4
## - `7cb7913148_7` 1 0.50 18453 1608.4
## - `2bc6ab42f7` 1 0.55 18453 1608.5
## - ee2ac696ff 1 0.56 18453 1608.5
## - `12eda2d982` 1 0.58 18453 1608.5
## - `96e6f0be58` 1 0.58 18453 1608.5
## - b9a487ac3c 1 0.58 18453 1608.5
## - `55907cc1de` 1 0.63 18453 1608.5
## - `77b3b41efa` 1 0.63 18453 1608.5
## - `7cb7913148_6` 1 0.67 18453 1608.6
## - `3df2300fa2` 1 0.71 18453 1608.6
## - `9b6e0b36c2` 1 0.71 18453 1608.6
## - `0342faceb5` 1 0.78 18453 1608.7
## - `789b5244a9` 1 0.79 18453 1608.7
## - ed7e658a27 1 0.81 18453 1608.7
## - `7cb7913148_2` 1 0.89 18453 1608.8
## - fbf66c8021 1 0.92 18453 1608.8
## - c1b8ce2354 1 0.99 18453 1608.9
## - `3eb53ae932` 1 0.99 18453 1608.9
## - `7925993f42` 1 1.25 18454 1609.1
## - `0b846350ef` 1 1.32 18454 1609.2
## - dcfcbc2ea1 1 1.65 18454 1609.5
## - `8311343404` 1 1.74 18454 1609.6
## - ba54a2a637 1 1.91 18454 1609.7
## - `2e874bc151` 1 1.91 18454 1609.7
## - aa69c802b6 1 1.99 18454 1609.8
## <none> 18452 1610.0
## - `3e200bf766` 1 2.77 18455 1610.5
## - `7cb7913148_4` 1 3.05 18455 1610.8
## - `2a457d15d9` 1 3.39 18456 1611.1
## - e5efa4d39a 1 3.57 18456 1611.3
## - bdf934caa7 1 3.66 18456 1611.3
## - `29bbd86997` 1 3.85 18456 1611.5
## - `384bec5dd1_1` 1 4.04 18456 1611.7
## - `173b6590ae` 1 4.16 18456 1611.8
## - `298ed82b22` 1 4.21 18456 1611.8
## + `6516422788` 1 0.02 18452 1612.0
## + `4fc17427c8` 1 0.02 18452 1612.0
## + `7cb7913148_5` 1 0.02 18452 1612.0
## + `072b7e8f27` 1 0.02 18452 1612.0
## + `63bcf89b1d` 1 0.02 18452 1612.0
## + `7841b6a5b1` 1 0.01 18452 1612.0
## + d4d6566f9c 1 0.00 18452 1612.0
## - `56371466d7` 1 4.51 18457 1612.1
## - `96c30c7eef` 1 4.54 18457 1612.1
## - `136c1727c3` 1 4.58 18457 1612.2
## - fe8cdd80ba 1 4.60 18457 1612.2
## - `1fa099bb01` 1 4.78 18457 1612.4
## - `435dec85e2` 1 4.78 18457 1612.4
## - abca7a848f 1 6.33 18459 1613.8
## - ffd1cdcfc1 1 6.59 18459 1614.0
## - `04e7268385` 1 7.09 18459 1614.5
## - `65aed7dc1f` 1 7.65 18460 1615.0
## - f66b98dd69 1 7.89 18460 1615.2
## - `2719b72c0d` 1 8.12 18460 1615.4
## - e7ee22effb 1 8.52 18461 1615.8
## - `98475257f7` 1 8.85 18461 1616.1
## - fe0318e273 1 9.14 18462 1616.4
## - ae08d2297e 1 10.07 18462 1617.2
## - `253eb5ef11` 1 12.91 18465 1619.8
## - `49756d8e0f` 1 16.42 18469 1623.1
## - `60ec1426ce` 1 22.73 18475 1628.9
## - `016399044a` 1 28.84 18481 1634.5
## - c0c3df65b1 1 33.06 18485 1638.4
## - `087235d61e` 1 44.67 18497 1649.0
## - f0a0febd35 1 45.12 18498 1649.4
## - `1f3058af83` 1 50.09 18502 1654.0
## - a14fd026ce 1 66.40 18519 1669.0
## - `87b982928b` 1 69.96 18522 1672.2
## - `7fe6cb4c98` 1 74.76 18527 1676.6
## - f013b60e50 1 92.67 18545 1693.0
## - `5f360995ef` 1 103.76 18556 1703.2
## - ea0f4a32e3 1 126.72 18579 1724.2
## - `174825d438` 1 139.07 18591 1735.5
## - `8c2e088a3d` 1 216.25 18669 1805.8
## - `8f5f7c556a` 1 219.13 18672 1808.4
## - `2d7fe4693a` 1 226.66 18679 1815.3
## - e0a0772df0 1 310.47 18763 1891.3
## - d2c775fa99 1 332.19 18784 1910.9
## - beb6e17af1 1 496.64 18949 2058.9
## - `5b862c0a8f` 1 509.67 18962 2070.6
## - `9a575e82a4_1` 1 547.13 19000 2104.1
## - `06888ceac9_1` 1 616.80 19069 2166.3
## - `6db53d265a` 1 651.55 19104 2197.2
## - e86a2190c1 1 757.65 19210 2291.2
## - aee1e4fc85 1 763.90 19216 2296.8
##
## Step: AIC=1608
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `1fa099bb01` + `435dec85e2` + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## d035af6ffa + fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + a24802caa5 +
## `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 + `4468394575` +
## b9a487ac3c + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` + aa69c802b6 +
## `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - d035af6ffa 1 0.03 18452 1606.0
## - b709f75447 1 0.03 18452 1606.0
## - `99d44111c9` 1 0.03 18452 1606.0
## - c58f611921 1 0.03 18452 1606.0
## - `0e2ab0831c` 1 0.04 18452 1606.0
## - fdf8628ca7 1 0.06 18452 1606.0
## - `20f1afc5c7` 1 0.10 18452 1606.1
## - `779d13189e` 1 0.12 18452 1606.1
## - `8a21502326` 1 0.12 18452 1606.1
## - `7cb7913148_1` 1 0.12 18452 1606.1
## - `4468394575` 1 0.13 18452 1606.1
## - `7734c0c22f` 1 0.16 18452 1606.1
## - `1f222e3669` 1 0.21 18453 1606.2
## - `7cb7913148_3` 1 0.22 18453 1606.2
## - `25bbf0e7e7` 1 0.24 18453 1606.2
## - `8de0382f02` 1 0.24 18453 1606.2
## - b4112a94a6 1 0.24 18453 1606.2
## - a24802caa5 1 0.29 18453 1606.3
## - `7743f273c2` 1 0.39 18453 1606.4
## - `55cf3f7627` 1 0.42 18453 1606.4
## - `7cb7913148_7` 1 0.50 18453 1606.5
## - `2bc6ab42f7` 1 0.55 18453 1606.5
## - ee2ac696ff 1 0.56 18453 1606.5
## - `12eda2d982` 1 0.58 18453 1606.5
## - b9a487ac3c 1 0.58 18453 1606.5
## - `96e6f0be58` 1 0.59 18453 1606.5
## - `55907cc1de` 1 0.60 18453 1606.5
## - `77b3b41efa` 1 0.63 18453 1606.6
## - `7cb7913148_6` 1 0.67 18453 1606.6
## - `9b6e0b36c2` 1 0.71 18453 1606.7
## - `3df2300fa2` 1 0.71 18453 1606.7
## - `0342faceb5` 1 0.78 18453 1606.7
## - `789b5244a9` 1 0.80 18453 1606.7
## - ed7e658a27 1 0.81 18453 1606.8
## - `7cb7913148_2` 1 0.89 18453 1606.8
## - fbf66c8021 1 0.92 18453 1606.8
## - c1b8ce2354 1 0.99 18453 1606.9
## - `3eb53ae932` 1 0.99 18453 1606.9
## - `7925993f42` 1 1.25 18454 1607.2
## - `0b846350ef` 1 1.32 18454 1607.2
## - dcfcbc2ea1 1 1.65 18454 1607.5
## - `8311343404` 1 1.74 18454 1607.6
## - ba54a2a637 1 1.90 18454 1607.8
## - `2e874bc151` 1 1.92 18454 1607.8
## - aa69c802b6 1 1.99 18454 1607.8
## <none> 18452 1608.0
## - `3e200bf766` 1 2.76 18455 1608.5
## - `7cb7913148_4` 1 3.05 18455 1608.8
## - `2a457d15d9` 1 3.39 18456 1609.1
## - e5efa4d39a 1 3.57 18456 1609.3
## - bdf934caa7 1 3.66 18456 1609.4
## - `29bbd86997` 1 3.85 18456 1609.5
## - `384bec5dd1_1` 1 4.05 18456 1609.7
## - `173b6590ae` 1 4.16 18456 1609.8
## - `298ed82b22` 1 4.21 18457 1609.9
## + ac826f0013 1 0.03 18452 1610.0
## + `4fc17427c8` 1 0.02 18452 1610.0
## + `6516422788` 1 0.02 18452 1610.0
## + `7cb7913148_5` 1 0.02 18452 1610.0
## + `072b7e8f27` 1 0.02 18452 1610.0
## + `63bcf89b1d` 1 0.02 18452 1610.0
## + `7841b6a5b1` 1 0.01 18452 1610.0
## + d4d6566f9c 1 0.00 18452 1610.0
## - `56371466d7` 1 4.51 18457 1610.2
## - `96c30c7eef` 1 4.53 18457 1610.2
## - `136c1727c3` 1 4.58 18457 1610.2
## - fe8cdd80ba 1 4.59 18457 1610.2
## - `1fa099bb01` 1 4.78 18457 1610.4
## - `435dec85e2` 1 4.79 18457 1610.4
## - abca7a848f 1 6.33 18459 1611.8
## - ffd1cdcfc1 1 6.58 18459 1612.0
## - `04e7268385` 1 7.08 18460 1612.5
## - `65aed7dc1f` 1 7.65 18460 1613.0
## - f66b98dd69 1 7.90 18460 1613.3
## - `2719b72c0d` 1 8.12 18460 1613.5
## - e7ee22effb 1 8.53 18461 1613.8
## - `98475257f7` 1 8.84 18461 1614.1
## - fe0318e273 1 9.17 18462 1614.4
## - ae08d2297e 1 10.06 18462 1615.2
## - `253eb5ef11` 1 12.91 18465 1617.9
## - `49756d8e0f` 1 16.43 18469 1621.1
## - `60ec1426ce` 1 22.73 18475 1626.9
## - `016399044a` 1 28.83 18481 1632.5
## - c0c3df65b1 1 33.06 18485 1636.4
## - `087235d61e` 1 44.66 18497 1647.0
## - f0a0febd35 1 45.15 18498 1647.5
## - `1f3058af83` 1 50.09 18502 1652.0
## - a14fd026ce 1 66.38 18519 1667.0
## - `87b982928b` 1 69.98 18522 1670.3
## - `7fe6cb4c98` 1 74.75 18527 1674.7
## - f013b60e50 1 92.68 18545 1691.1
## - `5f360995ef` 1 103.75 18556 1701.2
## - ea0f4a32e3 1 126.78 18579 1722.3
## - `174825d438` 1 139.05 18591 1733.5
## - `8c2e088a3d` 1 216.25 18669 1803.8
## - `8f5f7c556a` 1 219.20 18672 1806.5
## - `2d7fe4693a` 1 226.64 18679 1813.3
## - e0a0772df0 1 310.44 18763 1889.3
## - d2c775fa99 1 332.16 18784 1908.9
## - beb6e17af1 1 496.64 18949 2057.0
## - `5b862c0a8f` 1 509.65 18962 2068.6
## - `9a575e82a4_1` 1 547.21 19000 2102.2
## - `06888ceac9_1` 1 617.60 19070 2165.0
## - `6db53d265a` 1 651.52 19104 2195.2
## - e86a2190c1 1 757.63 19210 2289.2
## - aee1e4fc85 1 763.89 19216 2294.8
##
## Step: AIC=1606.03
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `1fa099bb01` + `435dec85e2` + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + a24802caa5 + `12eda2d982` +
## c58f611921 + `99d44111c9` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + `779d13189e` + `0342faceb5` + ba54a2a637 +
## `7925993f42` + `7734c0c22f` + b709f75447 + `4468394575` +
## b9a487ac3c + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` + aa69c802b6 +
## `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - b709f75447 1 0.03 18452 1604.1
## - `99d44111c9` 1 0.03 18452 1604.1
## - c58f611921 1 0.03 18452 1604.1
## - `0e2ab0831c` 1 0.04 18452 1604.1
## - fdf8628ca7 1 0.06 18452 1604.1
## - `20f1afc5c7` 1 0.09 18452 1604.1
## - `779d13189e` 1 0.12 18452 1604.1
## - `8a21502326` 1 0.12 18452 1604.1
## - `7cb7913148_1` 1 0.12 18452 1604.1
## - `4468394575` 1 0.13 18452 1604.1
## - `7734c0c22f` 1 0.16 18453 1604.2
## - `7cb7913148_3` 1 0.22 18453 1604.2
## - `25bbf0e7e7` 1 0.24 18453 1604.2
## - `8de0382f02` 1 0.24 18453 1604.2
## - b4112a94a6 1 0.24 18453 1604.2
## - a24802caa5 1 0.29 18453 1604.3
## - `7743f273c2` 1 0.39 18453 1604.4
## - `55cf3f7627` 1 0.42 18453 1604.4
## - `7cb7913148_7` 1 0.50 18453 1604.5
## - `2bc6ab42f7` 1 0.55 18453 1604.5
## - ee2ac696ff 1 0.56 18453 1604.5
## - b9a487ac3c 1 0.58 18453 1604.6
## - `12eda2d982` 1 0.59 18453 1604.6
## - `96e6f0be58` 1 0.59 18453 1604.6
## - `55907cc1de` 1 0.60 18453 1604.6
## - `77b3b41efa` 1 0.63 18453 1604.6
## - `7cb7913148_6` 1 0.67 18453 1604.6
## - `9b6e0b36c2` 1 0.71 18453 1604.7
## - `3df2300fa2` 1 0.71 18453 1604.7
## - `0342faceb5` 1 0.78 18453 1604.7
## - `789b5244a9` 1 0.79 18453 1604.8
## - ed7e658a27 1 0.81 18453 1604.8
## - `7cb7913148_2` 1 0.89 18453 1604.8
## - fbf66c8021 1 0.92 18453 1604.9
## - c1b8ce2354 1 0.99 18453 1604.9
## - `3eb53ae932` 1 0.99 18453 1604.9
## - `7925993f42` 1 1.25 18454 1605.2
## - `0b846350ef` 1 1.32 18454 1605.2
## - dcfcbc2ea1 1 1.64 18454 1605.5
## - `8311343404` 1 1.74 18454 1605.6
## - ba54a2a637 1 1.90 18454 1605.8
## - `2e874bc151` 1 1.92 18454 1605.8
## - aa69c802b6 1 1.99 18454 1605.8
## <none> 18452 1606.0
## - `3e200bf766` 1 2.76 18455 1606.6
## - `7cb7913148_4` 1 3.06 18456 1606.8
## - `2a457d15d9` 1 3.39 18456 1607.1
## - e5efa4d39a 1 3.57 18456 1607.3
## - bdf934caa7 1 3.66 18456 1607.4
## - `29bbd86997` 1 3.85 18456 1607.6
## - `384bec5dd1_1` 1 4.05 18456 1607.8
## - `173b6590ae` 1 4.16 18457 1607.9
## - `298ed82b22` 1 4.22 18457 1607.9
## + d035af6ffa 1 0.03 18452 1608.0
## + ac826f0013 1 0.03 18452 1608.0
## + `4fc17427c8` 1 0.02 18452 1608.0
## + `7cb7913148_5` 1 0.02 18452 1608.0
## + `6516422788` 1 0.02 18452 1608.0
## + `072b7e8f27` 1 0.02 18452 1608.0
## + `63bcf89b1d` 1 0.02 18452 1608.0
## + `7841b6a5b1` 1 0.01 18452 1608.0
## + d4d6566f9c 1 0.00 18452 1608.0
## - `56371466d7` 1 4.51 18457 1608.2
## - `96c30c7eef` 1 4.54 18457 1608.2
## - `136c1727c3` 1 4.58 18457 1608.2
## - fe8cdd80ba 1 4.59 18457 1608.2
## - `1fa099bb01` 1 4.79 18457 1608.4
## - `435dec85e2` 1 4.79 18457 1608.4
## - `1f222e3669` 1 5.78 18458 1609.3
## - abca7a848f 1 6.31 18459 1609.8
## - ffd1cdcfc1 1 6.59 18459 1610.1
## - `04e7268385` 1 7.09 18460 1610.5
## - `65aed7dc1f` 1 7.64 18460 1611.1
## - f66b98dd69 1 7.91 18460 1611.3
## - `2719b72c0d` 1 8.13 18460 1611.5
## - e7ee22effb 1 8.52 18461 1611.9
## - `98475257f7` 1 8.85 18461 1612.2
## - fe0318e273 1 9.16 18462 1612.5
## - ae08d2297e 1 10.05 18462 1613.3
## - `253eb5ef11` 1 12.91 18465 1615.9
## - `49756d8e0f` 1 16.44 18469 1619.2
## - `60ec1426ce` 1 22.74 18475 1624.9
## - `016399044a` 1 28.83 18481 1630.5
## - c0c3df65b1 1 33.07 18486 1634.4
## - `087235d61e` 1 44.65 18497 1645.1
## - f0a0febd35 1 45.14 18498 1645.5
## - `1f3058af83` 1 50.11 18502 1650.1
## - a14fd026ce 1 66.41 18519 1665.0
## - `87b982928b` 1 70.00 18522 1668.3
## - `7fe6cb4c98` 1 74.80 18527 1672.7
## - f013b60e50 1 92.66 18545 1689.1
## - `5f360995ef` 1 103.74 18556 1699.2
## - ea0f4a32e3 1 126.75 18579 1720.3
## - `174825d438` 1 139.06 18592 1731.5
## - `8c2e088a3d` 1 216.22 18669 1801.8
## - `8f5f7c556a` 1 219.20 18672 1804.5
## - `2d7fe4693a` 1 226.67 18679 1811.3
## - e0a0772df0 1 310.45 18763 1887.3
## - d2c775fa99 1 332.21 18785 1907.0
## - beb6e17af1 1 496.61 18949 2055.0
## - `5b862c0a8f` 1 509.67 18962 2066.7
## - `9a575e82a4_1` 1 547.20 19000 2100.2
## - `06888ceac9_1` 1 617.63 19070 2163.1
## - `6db53d265a` 1 651.64 19104 2193.3
## - e86a2190c1 1 757.76 19210 2287.4
## - aee1e4fc85 1 764.06 19216 2293.0
##
## Step: AIC=1604.06
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `1fa099bb01` + `435dec85e2` + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + a24802caa5 + `12eda2d982` +
## c58f611921 + `99d44111c9` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + `779d13189e` + `0342faceb5` + ba54a2a637 +
## `7925993f42` + `7734c0c22f` + `4468394575` + b9a487ac3c +
## ee2ac696ff + `55cf3f7627` + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `99d44111c9` 1 0.03 18452 1602.1
## - c58f611921 1 0.03 18452 1602.1
## - `0e2ab0831c` 1 0.04 18452 1602.1
## - fdf8628ca7 1 0.06 18452 1602.1
## - `20f1afc5c7` 1 0.09 18452 1602.1
## - `8a21502326` 1 0.12 18452 1602.2
## - `779d13189e` 1 0.12 18452 1602.2
## - `7cb7913148_1` 1 0.12 18453 1602.2
## - `4468394575` 1 0.13 18453 1602.2
## - `7734c0c22f` 1 0.16 18453 1602.2
## - `7cb7913148_3` 1 0.22 18453 1602.3
## - `25bbf0e7e7` 1 0.24 18453 1602.3
## - `8de0382f02` 1 0.24 18453 1602.3
## - b4112a94a6 1 0.24 18453 1602.3
## - a24802caa5 1 0.29 18453 1602.3
## - `7743f273c2` 1 0.39 18453 1602.4
## - `55cf3f7627` 1 0.42 18453 1602.4
## - `7cb7913148_7` 1 0.50 18453 1602.5
## - `2bc6ab42f7` 1 0.55 18453 1602.6
## - ee2ac696ff 1 0.56 18453 1602.6
## - b9a487ac3c 1 0.58 18453 1602.6
## - `12eda2d982` 1 0.58 18453 1602.6
## - `96e6f0be58` 1 0.59 18453 1602.6
## - `55907cc1de` 1 0.60 18453 1602.6
## - `77b3b41efa` 1 0.63 18453 1602.6
## - `7cb7913148_6` 1 0.67 18453 1602.7
## - `9b6e0b36c2` 1 0.71 18453 1602.7
## - `3df2300fa2` 1 0.71 18453 1602.7
## - `0342faceb5` 1 0.78 18453 1602.8
## - `789b5244a9` 1 0.79 18453 1602.8
## - ed7e658a27 1 0.81 18453 1602.8
## - `7cb7913148_2` 1 0.89 18453 1602.9
## - fbf66c8021 1 0.91 18453 1602.9
## - c1b8ce2354 1 0.98 18453 1603.0
## - `3eb53ae932` 1 0.98 18453 1603.0
## - `7925993f42` 1 1.25 18454 1603.2
## - `0b846350ef` 1 1.32 18454 1603.3
## - dcfcbc2ea1 1 1.65 18454 1603.6
## - `8311343404` 1 1.74 18454 1603.7
## - ba54a2a637 1 1.90 18454 1603.8
## - `2e874bc151` 1 1.92 18454 1603.8
## - aa69c802b6 1 1.99 18454 1603.9
## <none> 18452 1604.1
## - `3e200bf766` 1 2.76 18455 1604.6
## - `7cb7913148_4` 1 3.06 18456 1604.9
## - `2a457d15d9` 1 3.39 18456 1605.2
## - e5efa4d39a 1 3.57 18456 1605.3
## - bdf934caa7 1 3.66 18456 1605.4
## - `29bbd86997` 1 3.85 18456 1605.6
## - `384bec5dd1_1` 1 4.06 18456 1605.8
## - `173b6590ae` 1 4.16 18457 1605.9
## - `298ed82b22` 1 4.21 18457 1605.9
## + b709f75447 1 0.03 18452 1606.0
## + d035af6ffa 1 0.03 18452 1606.0
## + ac826f0013 1 0.03 18452 1606.0
## + `4fc17427c8` 1 0.02 18452 1606.0
## + `7cb7913148_5` 1 0.02 18452 1606.0
## + `6516422788` 1 0.02 18452 1606.0
## + `072b7e8f27` 1 0.02 18452 1606.0
## + `63bcf89b1d` 1 0.02 18452 1606.0
## + `7841b6a5b1` 1 0.01 18452 1606.0
## + d4d6566f9c 1 0.00 18452 1606.0
## - `56371466d7` 1 4.51 18457 1606.2
## - `96c30c7eef` 1 4.54 18457 1606.2
## - `136c1727c3` 1 4.58 18457 1606.3
## - fe8cdd80ba 1 4.59 18457 1606.3
## - `1fa099bb01` 1 4.78 18457 1606.5
## - `435dec85e2` 1 4.79 18457 1606.5
## - `1f222e3669` 1 5.78 18458 1607.4
## - abca7a848f 1 6.31 18459 1607.9
## - ffd1cdcfc1 1 6.59 18459 1608.1
## - `04e7268385` 1 7.09 18460 1608.6
## - `65aed7dc1f` 1 7.64 18460 1609.1
## - f66b98dd69 1 7.91 18460 1609.3
## - `2719b72c0d` 1 8.14 18461 1609.5
## - e7ee22effb 1 8.53 18461 1609.9
## - `98475257f7` 1 8.86 18461 1610.2
## - fe0318e273 1 9.16 18462 1610.5
## - ae08d2297e 1 10.05 18462 1611.3
## - `253eb5ef11` 1 12.91 18465 1613.9
## - `49756d8e0f` 1 16.47 18469 1617.2
## - `60ec1426ce` 1 22.73 18475 1623.0
## - `016399044a` 1 28.85 18481 1628.6
## - c0c3df65b1 1 33.05 18486 1632.4
## - `087235d61e` 1 44.64 18497 1643.1
## - f0a0febd35 1 45.13 18498 1643.5
## - `1f3058af83` 1 50.12 18503 1648.1
## - a14fd026ce 1 66.39 18519 1663.0
## - `87b982928b` 1 70.02 18522 1666.4
## - `7fe6cb4c98` 1 74.82 18527 1670.8
## - f013b60e50 1 92.68 18545 1687.1
## - `5f360995ef` 1 103.75 18556 1697.3
## - ea0f4a32e3 1 126.73 18579 1718.3
## - `174825d438` 1 139.03 18592 1729.5
## - `8c2e088a3d` 1 216.24 18669 1799.9
## - `8f5f7c556a` 1 219.21 18672 1802.6
## - `2d7fe4693a` 1 226.72 18679 1809.4
## - e0a0772df0 1 310.44 18763 1885.3
## - d2c775fa99 1 332.21 18785 1905.0
## - beb6e17af1 1 496.66 18949 2053.0
## - `5b862c0a8f` 1 509.72 18962 2064.7
## - `9a575e82a4_1` 1 547.20 19000 2098.3
## - `06888ceac9_1` 1 617.65 19070 2161.1
## - `6db53d265a` 1 651.72 19104 2191.4
## - e86a2190c1 1 757.73 19210 2285.4
## - aee1e4fc85 1 764.11 19216 2291.0
##
## Step: AIC=1602.09
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `1fa099bb01` + `435dec85e2` + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + a24802caa5 + `12eda2d982` +
## c58f611921 + `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` +
## `779d13189e` + `0342faceb5` + ba54a2a637 + `7925993f42` +
## `7734c0c22f` + `4468394575` + b9a487ac3c + ee2ac696ff + `55cf3f7627` +
## `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `0e2ab0831c` 1 0.04 18452 1600.1
## - fdf8628ca7 1 0.06 18452 1600.1
## - `20f1afc5c7` 1 0.09 18453 1600.2
## - `8a21502326` 1 0.11 18453 1600.2
## - `779d13189e` 1 0.12 18453 1600.2
## - `7cb7913148_1` 1 0.12 18453 1600.2
## - `4468394575` 1 0.13 18453 1600.2
## - `7734c0c22f` 1 0.16 18453 1600.2
## - `7cb7913148_3` 1 0.22 18453 1600.3
## - `25bbf0e7e7` 1 0.24 18453 1600.3
## - `8de0382f02` 1 0.24 18453 1600.3
## - b4112a94a6 1 0.24 18453 1600.3
## - a24802caa5 1 0.29 18453 1600.3
## - `7743f273c2` 1 0.39 18453 1600.5
## - `55cf3f7627` 1 0.42 18453 1600.5
## - `7cb7913148_7` 1 0.49 18453 1600.5
## - `2bc6ab42f7` 1 0.55 18453 1600.6
## - ee2ac696ff 1 0.56 18453 1600.6
## - `12eda2d982` 1 0.58 18453 1600.6
## - `96e6f0be58` 1 0.58 18453 1600.6
## - b9a487ac3c 1 0.58 18453 1600.6
## - `55907cc1de` 1 0.60 18453 1600.6
## - `77b3b41efa` 1 0.63 18453 1600.7
## - `7cb7913148_6` 1 0.67 18453 1600.7
## - `3df2300fa2` 1 0.71 18453 1600.7
## - `9b6e0b36c2` 1 0.71 18453 1600.7
## - `0342faceb5` 1 0.78 18453 1600.8
## - `789b5244a9` 1 0.79 18453 1600.8
## - ed7e658a27 1 0.81 18453 1600.8
## - `7cb7913148_2` 1 0.89 18453 1600.9
## - fbf66c8021 1 0.91 18453 1600.9
## - c1b8ce2354 1 0.99 18454 1601.0
## - `3eb53ae932` 1 0.99 18454 1601.0
## - `7925993f42` 1 1.25 18454 1601.2
## - `0b846350ef` 1 1.32 18454 1601.3
## - dcfcbc2ea1 1 1.66 18454 1601.6
## - `8311343404` 1 1.74 18454 1601.7
## - ba54a2a637 1 1.90 18454 1601.8
## - `2e874bc151` 1 1.92 18454 1601.9
## - aa69c802b6 1 1.98 18454 1601.9
## <none> 18452 1602.1
## - `3e200bf766` 1 2.76 18455 1602.6
## - `7cb7913148_4` 1 3.06 18456 1602.9
## - `2a457d15d9` 1 3.39 18456 1603.2
## - e5efa4d39a 1 3.57 18456 1603.4
## - bdf934caa7 1 3.67 18456 1603.5
## - `29bbd86997` 1 3.85 18456 1603.6
## - `384bec5dd1_1` 1 4.08 18456 1603.8
## - `173b6590ae` 1 4.15 18457 1603.9
## - `298ed82b22` 1 4.21 18457 1604.0
## + `99d44111c9` 1 0.03 18452 1604.1
## + b709f75447 1 0.03 18452 1604.1
## + d035af6ffa 1 0.03 18452 1604.1
## + ac826f0013 1 0.03 18452 1604.1
## + `4fc17427c8` 1 0.02 18452 1604.1
## + `7cb7913148_5` 1 0.02 18452 1604.1
## + `6516422788` 1 0.02 18452 1604.1
## + `072b7e8f27` 1 0.02 18452 1604.1
## + `63bcf89b1d` 1 0.02 18452 1604.1
## + `7841b6a5b1` 1 0.01 18452 1604.1
## + d4d6566f9c 1 0.00 18452 1604.1
## - `56371466d7` 1 4.52 18457 1604.2
## - `96c30c7eef` 1 4.54 18457 1604.3
## - fe8cdd80ba 1 4.58 18457 1604.3
## - `136c1727c3` 1 4.59 18457 1604.3
## - `1fa099bb01` 1 4.77 18457 1604.5
## - `435dec85e2` 1 4.79 18457 1604.5
## - `1f222e3669` 1 5.78 18458 1605.4
## - c58f611921 1 6.25 18459 1605.8
## - abca7a848f 1 6.32 18459 1605.9
## - ffd1cdcfc1 1 6.57 18459 1606.1
## - `04e7268385` 1 7.09 18460 1606.6
## - `65aed7dc1f` 1 7.64 18460 1607.1
## - f66b98dd69 1 7.90 18460 1607.4
## - `2719b72c0d` 1 8.13 18461 1607.6
## - e7ee22effb 1 8.52 18461 1607.9
## - `98475257f7` 1 8.85 18461 1608.2
## - fe0318e273 1 9.16 18462 1608.5
## - ae08d2297e 1 10.05 18462 1609.3
## - `253eb5ef11` 1 12.93 18465 1612.0
## - `49756d8e0f` 1 16.45 18469 1615.2
## - `60ec1426ce` 1 22.73 18475 1621.0
## - `016399044a` 1 28.85 18481 1626.6
## - c0c3df65b1 1 33.11 18486 1630.5
## - `087235d61e` 1 44.65 18497 1641.1
## - f0a0febd35 1 45.13 18498 1641.6
## - `1f3058af83` 1 50.13 18503 1646.2
## - a14fd026ce 1 66.38 18519 1661.1
## - `87b982928b` 1 70.01 18522 1664.4
## - `7fe6cb4c98` 1 74.81 18527 1668.8
## - f013b60e50 1 92.71 18545 1685.2
## - `5f360995ef` 1 103.73 18556 1695.3
## - ea0f4a32e3 1 126.74 18579 1716.3
## - `174825d438` 1 139.02 18592 1727.5
## - `8c2e088a3d` 1 216.34 18669 1798.0
## - `8f5f7c556a` 1 219.21 18672 1800.6
## - `2d7fe4693a` 1 226.73 18679 1807.5
## - e0a0772df0 1 310.49 18763 1883.4
## - d2c775fa99 1 332.25 18785 1903.1
## - beb6e17af1 1 496.62 18949 2051.0
## - `5b862c0a8f` 1 509.69 18962 2062.8
## - `9a575e82a4_1` 1 547.19 19000 2096.3
## - `06888ceac9_1` 1 617.62 19070 2159.1
## - `6db53d265a` 1 652.03 19104 2189.7
## - e86a2190c1 1 757.77 19210 2283.4
## - aee1e4fc85 1 764.10 19217 2289.1
##
## Step: AIC=1600.12
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `1fa099bb01` + `435dec85e2` + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + a24802caa5 + `12eda2d982` +
## c58f611921 + `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` +
## `779d13189e` + `0342faceb5` + ba54a2a637 + `7925993f42` +
## `7734c0c22f` + `4468394575` + b9a487ac3c + ee2ac696ff + `55cf3f7627` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - fdf8628ca7 1 0.06 18453 1598.2
## - `20f1afc5c7` 1 0.09 18453 1598.2
## - `8a21502326` 1 0.11 18453 1598.2
## - `779d13189e` 1 0.12 18453 1598.2
## - `7cb7913148_1` 1 0.12 18453 1598.2
## - `4468394575` 1 0.13 18453 1598.2
## - `7734c0c22f` 1 0.16 18453 1598.3
## - `7cb7913148_3` 1 0.22 18453 1598.3
## - `25bbf0e7e7` 1 0.24 18453 1598.3
## - `8de0382f02` 1 0.24 18453 1598.3
## - b4112a94a6 1 0.24 18453 1598.3
## - a24802caa5 1 0.28 18453 1598.4
## - `7743f273c2` 1 0.39 18453 1598.5
## - `55cf3f7627` 1 0.42 18453 1598.5
## - `7cb7913148_7` 1 0.49 18453 1598.6
## - `2bc6ab42f7` 1 0.55 18453 1598.6
## - ee2ac696ff 1 0.57 18453 1598.6
## - `12eda2d982` 1 0.58 18453 1598.7
## - `96e6f0be58` 1 0.58 18453 1598.7
## - b9a487ac3c 1 0.58 18453 1598.7
## - `55907cc1de` 1 0.60 18453 1598.7
## - `77b3b41efa` 1 0.63 18453 1598.7
## - `7cb7913148_6` 1 0.67 18453 1598.7
## - `3df2300fa2` 1 0.71 18453 1598.8
## - `9b6e0b36c2` 1 0.71 18453 1598.8
## - `0342faceb5` 1 0.78 18453 1598.8
## - `789b5244a9` 1 0.79 18453 1598.8
## - ed7e658a27 1 0.80 18453 1598.9
## - `7cb7913148_2` 1 0.89 18453 1598.9
## - fbf66c8021 1 0.91 18453 1599.0
## - c1b8ce2354 1 0.99 18454 1599.0
## - `3eb53ae932` 1 0.99 18454 1599.0
## - `7925993f42` 1 1.25 18454 1599.3
## - `0b846350ef` 1 1.32 18454 1599.3
## - dcfcbc2ea1 1 1.66 18454 1599.6
## - `8311343404` 1 1.75 18454 1599.7
## - ba54a2a637 1 1.90 18454 1599.9
## - `2e874bc151` 1 1.92 18454 1599.9
## - aa69c802b6 1 1.98 18454 1600.0
## <none> 18452 1600.1
## - `3e200bf766` 1 2.76 18455 1600.7
## - `7cb7913148_4` 1 3.05 18456 1600.9
## - `2a457d15d9` 1 3.39 18456 1601.2
## - e5efa4d39a 1 3.57 18456 1601.4
## - bdf934caa7 1 3.67 18456 1601.5
## - `29bbd86997` 1 3.85 18456 1601.7
## - `384bec5dd1_1` 1 4.06 18457 1601.9
## - `173b6590ae` 1 4.15 18457 1601.9
## - `298ed82b22` 1 4.20 18457 1602.0
## + `0e2ab0831c` 1 0.04 18452 1602.1
## + `99d44111c9` 1 0.03 18452 1602.1
## + b709f75447 1 0.03 18452 1602.1
## + d035af6ffa 1 0.03 18452 1602.1
## + ac826f0013 1 0.03 18452 1602.1
## + `4fc17427c8` 1 0.02 18452 1602.1
## + `7cb7913148_5` 1 0.02 18452 1602.1
## + `6516422788` 1 0.02 18452 1602.1
## + `072b7e8f27` 1 0.02 18452 1602.1
## + `63bcf89b1d` 1 0.02 18452 1602.1
## + `7841b6a5b1` 1 0.01 18452 1602.1
## + d4d6566f9c 1 0.00 18452 1602.1
## - `56371466d7` 1 4.51 18457 1602.3
## - `96c30c7eef` 1 4.55 18457 1602.3
## - fe8cdd80ba 1 4.58 18457 1602.3
## - `136c1727c3` 1 4.58 18457 1602.3
## - `1fa099bb01` 1 4.77 18457 1602.5
## - `435dec85e2` 1 4.79 18457 1602.5
## - `1f222e3669` 1 5.78 18458 1603.4
## - c58f611921 1 6.25 18459 1603.9
## - abca7a848f 1 6.32 18459 1603.9
## - ffd1cdcfc1 1 6.57 18459 1604.2
## - `04e7268385` 1 7.08 18460 1604.6
## - `65aed7dc1f` 1 7.64 18460 1605.2
## - f66b98dd69 1 7.90 18460 1605.4
## - `2719b72c0d` 1 8.13 18461 1605.6
## - e7ee22effb 1 8.53 18461 1606.0
## - `98475257f7` 1 8.86 18461 1606.3
## - fe0318e273 1 9.16 18462 1606.5
## - ae08d2297e 1 10.05 18463 1607.4
## - `253eb5ef11` 1 12.93 18465 1610.0
## - `49756d8e0f` 1 16.43 18469 1613.2
## - `60ec1426ce` 1 22.78 18475 1619.1
## - `016399044a` 1 28.85 18481 1624.6
## - c0c3df65b1 1 33.16 18486 1628.6
## - `087235d61e` 1 44.64 18497 1639.1
## - f0a0febd35 1 45.14 18498 1639.6
## - `1f3058af83` 1 50.14 18503 1644.2
## - a14fd026ce 1 66.36 18519 1659.1
## - `87b982928b` 1 70.00 18522 1662.4
## - `7fe6cb4c98` 1 74.81 18527 1666.8
## - f013b60e50 1 92.75 18545 1683.2
## - `5f360995ef` 1 103.69 18556 1693.3
## - ea0f4a32e3 1 126.80 18579 1714.4
## - `174825d438` 1 138.99 18592 1725.5
## - `8c2e088a3d` 1 216.36 18669 1796.1
## - `8f5f7c556a` 1 219.21 18672 1798.7
## - `2d7fe4693a` 1 226.69 18679 1805.5
## - e0a0772df0 1 310.49 18763 1881.5
## - d2c775fa99 1 332.22 18785 1901.1
## - beb6e17af1 1 496.89 18949 2049.3
## - `5b862c0a8f` 1 509.68 18962 2060.8
## - `9a575e82a4_1` 1 547.17 19000 2094.3
## - `06888ceac9_1` 1 617.81 19070 2157.3
## - `6db53d265a` 1 652.01 19104 2187.7
## - e86a2190c1 1 757.75 19210 2281.5
## - aee1e4fc85 1 764.07 19217 2287.1
##
## Step: AIC=1598.17
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `1fa099bb01` + `435dec85e2` + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + a24802caa5 + `12eda2d982` + c58f611921 + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ba54a2a637 + `7925993f42` + `7734c0c22f` + `4468394575` +
## b9a487ac3c + ee2ac696ff + `55cf3f7627` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `20f1afc5c7` 1 0.09 18453 1596.3
## - `8a21502326` 1 0.11 18453 1596.3
## - `779d13189e` 1 0.11 18453 1596.3
## - `7cb7913148_1` 1 0.12 18453 1596.3
## - `4468394575` 1 0.13 18453 1596.3
## - `7734c0c22f` 1 0.16 18453 1596.3
## - `7cb7913148_3` 1 0.22 18453 1596.4
## - `25bbf0e7e7` 1 0.24 18453 1596.4
## - `8de0382f02` 1 0.24 18453 1596.4
## - b4112a94a6 1 0.24 18453 1596.4
## - a24802caa5 1 0.29 18453 1596.4
## - `7743f273c2` 1 0.39 18453 1596.5
## - `55cf3f7627` 1 0.42 18453 1596.6
## - `7cb7913148_7` 1 0.49 18453 1596.6
## - `2bc6ab42f7` 1 0.55 18453 1596.7
## - ee2ac696ff 1 0.57 18453 1596.7
## - `12eda2d982` 1 0.58 18453 1596.7
## - `96e6f0be58` 1 0.58 18453 1596.7
## - b9a487ac3c 1 0.59 18453 1596.7
## - `55907cc1de` 1 0.60 18453 1596.7
## - `77b3b41efa` 1 0.63 18453 1596.8
## - `7cb7913148_6` 1 0.67 18453 1596.8
## - `3df2300fa2` 1 0.70 18453 1596.8
## - `9b6e0b36c2` 1 0.72 18453 1596.8
## - `0342faceb5` 1 0.77 18453 1596.9
## - `789b5244a9` 1 0.79 18453 1596.9
## - ed7e658a27 1 0.81 18453 1596.9
## - `7cb7913148_2` 1 0.89 18454 1597.0
## - fbf66c8021 1 0.91 18454 1597.0
## - c1b8ce2354 1 0.99 18454 1597.1
## - `3eb53ae932` 1 0.99 18454 1597.1
## - `7925993f42` 1 1.25 18454 1597.3
## - `0b846350ef` 1 1.32 18454 1597.4
## - dcfcbc2ea1 1 1.66 18454 1597.7
## - `8311343404` 1 1.75 18454 1597.8
## - ba54a2a637 1 1.91 18454 1597.9
## - `2e874bc151` 1 1.92 18454 1597.9
## - aa69c802b6 1 1.98 18454 1598.0
## <none> 18453 1598.2
## - `3e200bf766` 1 2.76 18455 1598.7
## - `7cb7913148_4` 1 3.06 18456 1599.0
## - `2a457d15d9` 1 3.39 18456 1599.3
## - e5efa4d39a 1 3.58 18456 1599.5
## - bdf934caa7 1 3.68 18456 1599.5
## - `29bbd86997` 1 3.85 18456 1599.7
## - `384bec5dd1_1` 1 4.07 18457 1599.9
## - `173b6590ae` 1 4.15 18457 1600.0
## - `298ed82b22` 1 4.21 18457 1600.0
## + fdf8628ca7 1 0.06 18452 1600.1
## + `0e2ab0831c` 1 0.04 18452 1600.1
## + `99d44111c9` 1 0.03 18452 1600.1
## + b709f75447 1 0.03 18452 1600.1
## + d035af6ffa 1 0.03 18452 1600.2
## + ac826f0013 1 0.03 18452 1600.2
## + `7cb7913148_5` 1 0.02 18452 1600.2
## + `4fc17427c8` 1 0.02 18452 1600.2
## + `6516422788` 1 0.02 18452 1600.2
## + `072b7e8f27` 1 0.02 18452 1600.2
## + `63bcf89b1d` 1 0.02 18452 1600.2
## + `7841b6a5b1` 1 0.01 18453 1600.2
## + d4d6566f9c 1 0.00 18453 1600.2
## - `56371466d7` 1 4.52 18457 1600.3
## - `96c30c7eef` 1 4.55 18457 1600.4
## - `136c1727c3` 1 4.58 18457 1600.4
## - fe8cdd80ba 1 4.59 18457 1600.4
## - `1fa099bb01` 1 4.77 18457 1600.6
## - `435dec85e2` 1 4.79 18457 1600.6
## - `1f222e3669` 1 5.78 18458 1601.5
## - c58f611921 1 6.25 18459 1601.9
## - abca7a848f 1 6.33 18459 1602.0
## - ffd1cdcfc1 1 6.57 18459 1602.2
## - `04e7268385` 1 7.08 18460 1602.7
## - `65aed7dc1f` 1 7.64 18460 1603.2
## - f66b98dd69 1 7.90 18460 1603.4
## - `2719b72c0d` 1 8.12 18461 1603.7
## - e7ee22effb 1 8.51 18461 1604.0
## - `98475257f7` 1 8.85 18461 1604.3
## - fe0318e273 1 9.16 18462 1604.6
## - ae08d2297e 1 10.05 18463 1605.4
## - `253eb5ef11` 1 12.93 18466 1608.1
## - `49756d8e0f` 1 16.42 18469 1611.3
## - `60ec1426ce` 1 22.77 18475 1617.1
## - `016399044a` 1 28.90 18482 1622.7
## - c0c3df65b1 1 33.15 18486 1626.7
## - `087235d61e` 1 44.62 18497 1637.2
## - f0a0febd35 1 45.12 18498 1637.6
## - `1f3058af83` 1 50.14 18503 1642.2
## - a14fd026ce 1 66.42 18519 1657.2
## - `87b982928b` 1 70.05 18523 1660.5
## - `7fe6cb4c98` 1 74.86 18527 1664.9
## - f013b60e50 1 92.77 18545 1681.3
## - `5f360995ef` 1 103.67 18556 1691.3
## - ea0f4a32e3 1 126.74 18579 1712.4
## - `174825d438` 1 139.07 18592 1723.7
## - `8c2e088a3d` 1 216.33 18669 1794.1
## - `8f5f7c556a` 1 219.16 18672 1796.7
## - `2d7fe4693a` 1 226.71 18679 1803.5
## - e0a0772df0 1 310.45 18763 1879.5
## - d2c775fa99 1 332.17 18785 1899.1
## - beb6e17af1 1 496.83 18949 2047.3
## - `5b862c0a8f` 1 509.73 18962 2058.9
## - `9a575e82a4_1` 1 547.19 19000 2092.4
## - `06888ceac9_1` 1 617.84 19070 2155.4
## - `6db53d265a` 1 651.95 19104 2185.7
## - e86a2190c1 1 757.70 19210 2279.5
## - aee1e4fc85 1 764.24 19217 2285.2
##
## Step: AIC=1596.26
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `1fa099bb01` + `435dec85e2` + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + a24802caa5 + `12eda2d982` + c58f611921 + `0b846350ef` +
## `9b6e0b36c2` + `779d13189e` + `0342faceb5` + ba54a2a637 +
## `7925993f42` + `7734c0c22f` + `4468394575` + b9a487ac3c +
## ee2ac696ff + `55cf3f7627` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `779d13189e` 1 0.11 18453 1594.4
## - `8a21502326` 1 0.12 18453 1594.4
## - `7cb7913148_1` 1 0.12 18453 1594.4
## - `4468394575` 1 0.13 18453 1594.4
## - `7734c0c22f` 1 0.16 18453 1594.4
## - `7cb7913148_3` 1 0.22 18453 1594.5
## - `25bbf0e7e7` 1 0.24 18453 1594.5
## - `8de0382f02` 1 0.24 18453 1594.5
## - b4112a94a6 1 0.24 18453 1594.5
## - a24802caa5 1 0.29 18453 1594.5
## - `7743f273c2` 1 0.39 18453 1594.6
## - `55cf3f7627` 1 0.42 18453 1594.6
## - `7cb7913148_7` 1 0.49 18453 1594.7
## - `2bc6ab42f7` 1 0.55 18453 1594.8
## - ee2ac696ff 1 0.57 18453 1594.8
## - `96e6f0be58` 1 0.58 18453 1594.8
## - `12eda2d982` 1 0.58 18453 1594.8
## - b9a487ac3c 1 0.58 18453 1594.8
## - `55907cc1de` 1 0.60 18453 1594.8
## - `77b3b41efa` 1 0.63 18453 1594.8
## - `7cb7913148_6` 1 0.67 18453 1594.9
## - `3df2300fa2` 1 0.70 18453 1594.9
## - `9b6e0b36c2` 1 0.71 18453 1594.9
## - `0342faceb5` 1 0.77 18453 1595.0
## - `789b5244a9` 1 0.80 18453 1595.0
## - ed7e658a27 1 0.81 18454 1595.0
## - `7cb7913148_2` 1 0.90 18454 1595.1
## - fbf66c8021 1 0.90 18454 1595.1
## - c1b8ce2354 1 0.99 18454 1595.2
## - `3eb53ae932` 1 0.99 18454 1595.2
## - `7925993f42` 1 1.25 18454 1595.4
## - `0b846350ef` 1 1.32 18454 1595.5
## - dcfcbc2ea1 1 1.65 18454 1595.8
## - `8311343404` 1 1.75 18454 1595.9
## - ba54a2a637 1 1.91 18455 1596.0
## - `2e874bc151` 1 1.91 18455 1596.0
## - aa69c802b6 1 1.99 18455 1596.1
## <none> 18453 1596.3
## - `3e200bf766` 1 2.75 18455 1596.8
## - `7cb7913148_4` 1 3.05 18456 1597.1
## - `2a457d15d9` 1 3.38 18456 1597.4
## - e5efa4d39a 1 3.58 18456 1597.5
## - bdf934caa7 1 3.69 18456 1597.7
## - `29bbd86997` 1 3.85 18456 1597.8
## - `384bec5dd1_1` 1 4.08 18457 1598.0
## - `173b6590ae` 1 4.15 18457 1598.1
## - `298ed82b22` 1 4.22 18457 1598.1
## + `20f1afc5c7` 1 0.09 18453 1598.2
## + fdf8628ca7 1 0.06 18453 1598.2
## + `0e2ab0831c` 1 0.04 18453 1598.2
## + `99d44111c9` 1 0.03 18453 1598.2
## + b709f75447 1 0.03 18453 1598.2
## + d035af6ffa 1 0.03 18453 1598.2
## + ac826f0013 1 0.03 18453 1598.2
## + `7cb7913148_5` 1 0.02 18453 1598.2
## + `6516422788` 1 0.02 18453 1598.2
## + `4fc17427c8` 1 0.02 18453 1598.2
## + `072b7e8f27` 1 0.02 18453 1598.2
## + `63bcf89b1d` 1 0.02 18453 1598.2
## + `7841b6a5b1` 1 0.01 18453 1598.2
## + d4d6566f9c 1 0.00 18453 1598.3
## - `56371466d7` 1 4.52 18457 1598.4
## - `96c30c7eef` 1 4.57 18457 1598.5
## - `136c1727c3` 1 4.58 18457 1598.5
## - fe8cdd80ba 1 4.60 18457 1598.5
## - `435dec85e2` 1 4.77 18457 1598.7
## - `1fa099bb01` 1 4.79 18457 1598.7
## - `1f222e3669` 1 5.77 18458 1599.6
## - c58f611921 1 6.26 18459 1600.0
## - abca7a848f 1 6.32 18459 1600.1
## - ffd1cdcfc1 1 6.58 18459 1600.3
## - `04e7268385` 1 7.05 18460 1600.8
## - `65aed7dc1f` 1 7.64 18460 1601.3
## - f66b98dd69 1 7.90 18461 1601.5
## - `2719b72c0d` 1 8.13 18461 1601.7
## - e7ee22effb 1 8.52 18461 1602.1
## - `98475257f7` 1 8.87 18462 1602.4
## - fe0318e273 1 9.15 18462 1602.7
## - ae08d2297e 1 10.04 18463 1603.5
## - `253eb5ef11` 1 12.92 18466 1606.1
## - `49756d8e0f` 1 16.42 18469 1609.4
## - `60ec1426ce` 1 22.78 18475 1615.2
## - `016399044a` 1 28.87 18482 1620.8
## - c0c3df65b1 1 33.13 18486 1624.7
## - `087235d61e` 1 44.59 18497 1635.2
## - f0a0febd35 1 45.17 18498 1635.8
## - `1f3058af83` 1 50.13 18503 1640.3
## - a14fd026ce 1 66.42 18519 1655.3
## - `87b982928b` 1 70.02 18523 1658.6
## - `7fe6cb4c98` 1 74.88 18528 1663.0
## - f013b60e50 1 92.77 18545 1679.4
## - `5f360995ef` 1 103.63 18556 1689.3
## - ea0f4a32e3 1 126.74 18579 1710.5
## - `174825d438` 1 139.01 18592 1721.7
## - `8c2e088a3d` 1 216.37 18669 1792.2
## - `8f5f7c556a` 1 219.21 18672 1794.8
## - `2d7fe4693a` 1 226.65 18679 1801.5
## - e0a0772df0 1 310.40 18763 1877.5
## - d2c775fa99 1 332.12 18785 1897.2
## - beb6e17af1 1 496.86 18950 2045.4
## - `5b862c0a8f` 1 509.93 18963 2057.1
## - `9a575e82a4_1` 1 547.11 19000 2090.4
## - `06888ceac9_1` 1 617.94 19071 2153.6
## - `6db53d265a` 1 651.91 19105 2183.8
## - e86a2190c1 1 757.70 19210 2277.6
## - aee1e4fc85 1 764.38 19217 2283.5
##
## Step: AIC=1594.36
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `1fa099bb01` + `435dec85e2` + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + a24802caa5 + `12eda2d982` + c58f611921 + `0b846350ef` +
## `9b6e0b36c2` + `0342faceb5` + ba54a2a637 + `7925993f42` +
## `7734c0c22f` + `4468394575` + b9a487ac3c + ee2ac696ff + `55cf3f7627` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `8a21502326` 1 0.12 18453 1592.5
## - `7cb7913148_1` 1 0.12 18453 1592.5
## - `4468394575` 1 0.13 18453 1592.5
## - `7734c0c22f` 1 0.16 18453 1592.5
## - `7cb7913148_3` 1 0.22 18453 1592.6
## - `25bbf0e7e7` 1 0.24 18453 1592.6
## - `8de0382f02` 1 0.24 18453 1592.6
## - b4112a94a6 1 0.24 18453 1592.6
## - a24802caa5 1 0.28 18453 1592.6
## - `7743f273c2` 1 0.39 18453 1592.7
## - `55cf3f7627` 1 0.42 18453 1592.8
## - `7cb7913148_7` 1 0.49 18453 1592.8
## - `2bc6ab42f7` 1 0.55 18453 1592.9
## - `96e6f0be58` 1 0.57 18453 1592.9
## - ee2ac696ff 1 0.57 18453 1592.9
## - b9a487ac3c 1 0.58 18453 1592.9
## - `12eda2d982` 1 0.58 18453 1592.9
## - `55907cc1de` 1 0.60 18453 1592.9
## - `77b3b41efa` 1 0.63 18453 1592.9
## - `7cb7913148_6` 1 0.67 18453 1593.0
## - `3df2300fa2` 1 0.69 18454 1593.0
## - `9b6e0b36c2` 1 0.71 18454 1593.0
## - `0342faceb5` 1 0.77 18454 1593.1
## - `789b5244a9` 1 0.80 18454 1593.1
## - ed7e658a27 1 0.81 18454 1593.1
## - fbf66c8021 1 0.90 18454 1593.2
## - `7cb7913148_2` 1 0.90 18454 1593.2
## - c1b8ce2354 1 0.99 18454 1593.3
## - `3eb53ae932` 1 0.99 18454 1593.3
## - `7925993f42` 1 1.25 18454 1593.5
## - `0b846350ef` 1 1.32 18454 1593.6
## - dcfcbc2ea1 1 1.65 18454 1593.9
## - `8311343404` 1 1.75 18454 1594.0
## - ba54a2a637 1 1.91 18455 1594.1
## - `2e874bc151` 1 1.92 18455 1594.1
## - aa69c802b6 1 1.99 18455 1594.2
## <none> 18453 1594.4
## - `3e200bf766` 1 2.75 18456 1594.9
## - `7cb7913148_4` 1 3.06 18456 1595.2
## - `2a457d15d9` 1 3.36 18456 1595.5
## - e5efa4d39a 1 3.57 18456 1595.7
## - bdf934caa7 1 3.69 18456 1595.8
## - `29bbd86997` 1 3.84 18457 1595.9
## - `384bec5dd1_1` 1 4.07 18457 1596.1
## - `173b6590ae` 1 4.15 18457 1596.2
## - `298ed82b22` 1 4.22 18457 1596.2
## + `779d13189e` 1 0.11 18453 1596.3
## + `20f1afc5c7` 1 0.09 18453 1596.3
## + fdf8628ca7 1 0.06 18453 1596.3
## + `0e2ab0831c` 1 0.04 18453 1596.3
## + `99d44111c9` 1 0.03 18453 1596.3
## + b709f75447 1 0.03 18453 1596.3
## + d035af6ffa 1 0.03 18453 1596.3
## + ac826f0013 1 0.03 18453 1596.3
## + `6516422788` 1 0.02 18453 1596.3
## + `7cb7913148_5` 1 0.02 18453 1596.3
## + `072b7e8f27` 1 0.02 18453 1596.3
## + `4fc17427c8` 1 0.02 18453 1596.3
## + `63bcf89b1d` 1 0.02 18453 1596.3
## + `7841b6a5b1` 1 0.01 18453 1596.4
## + d4d6566f9c 1 0.00 18453 1596.4
## - `56371466d7` 1 4.52 18457 1596.5
## - fe8cdd80ba 1 4.55 18457 1596.5
## - `136c1727c3` 1 4.57 18457 1596.6
## - `96c30c7eef` 1 4.58 18457 1596.6
## - `435dec85e2` 1 4.77 18458 1596.8
## - `1fa099bb01` 1 4.79 18458 1596.8
## - `1f222e3669` 1 5.80 18459 1597.7
## - c58f611921 1 6.25 18459 1598.1
## - abca7a848f 1 6.33 18459 1598.2
## - ffd1cdcfc1 1 6.54 18459 1598.4
## - `04e7268385` 1 7.06 18460 1598.9
## - `65aed7dc1f` 1 7.65 18460 1599.4
## - f66b98dd69 1 7.90 18461 1599.6
## - `2719b72c0d` 1 8.13 18461 1599.8
## - e7ee22effb 1 8.50 18461 1600.2
## - `98475257f7` 1 8.87 18462 1600.5
## - fe0318e273 1 9.15 18462 1600.8
## - ae08d2297e 1 10.04 18463 1601.6
## - `253eb5ef11` 1 13.01 18466 1604.3
## - `49756d8e0f` 1 16.48 18469 1607.5
## - `60ec1426ce` 1 22.79 18476 1613.3
## - `016399044a` 1 28.93 18482 1619.0
## - c0c3df65b1 1 33.15 18486 1622.8
## - `087235d61e` 1 44.56 18497 1633.3
## - f0a0febd35 1 45.18 18498 1633.9
## - `1f3058af83` 1 50.08 18503 1638.4
## - a14fd026ce 1 66.45 18519 1653.4
## - `87b982928b` 1 70.08 18523 1656.7
## - `7fe6cb4c98` 1 74.92 18528 1661.2
## - f013b60e50 1 92.73 18546 1677.5
## - `5f360995ef` 1 103.66 18556 1687.5
## - ea0f4a32e3 1 126.70 18580 1708.6
## - `174825d438` 1 138.96 18592 1719.8
## - `8c2e088a3d` 1 216.68 18669 1790.6
## - `8f5f7c556a` 1 219.19 18672 1792.9
## - `2d7fe4693a` 1 226.65 18679 1799.7
## - e0a0772df0 1 310.36 18763 1875.6
## - d2c775fa99 1 332.09 18785 1895.2
## - beb6e17af1 1 496.77 18950 2043.4
## - `5b862c0a8f` 1 510.09 18963 2055.4
## - `9a575e82a4_1` 1 547.13 19000 2088.5
## - `06888ceac9_1` 1 618.27 19071 2152.0
## - `6db53d265a` 1 651.80 19105 2181.8
## - e86a2190c1 1 757.64 19210 2275.6
## - aee1e4fc85 1 764.64 19217 2281.8
##
## Step: AIC=1592.47
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba +
## `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 +
## `8c2e088a3d` + `2d7fe4693a` + `174825d438` + `8f5f7c556a` +
## ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` +
## `435dec85e2` + `04e7268385` + `8311343404` + e7ee22effb +
## `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + fbf66c8021 + `77b3b41efa` +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## a24802caa5 + `12eda2d982` + c58f611921 + `0b846350ef` + `9b6e0b36c2` +
## `0342faceb5` + ba54a2a637 + `7925993f42` + `7734c0c22f` +
## `4468394575` + b9a487ac3c + ee2ac696ff + `55cf3f7627` + aa69c802b6 +
## `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_1` 1 0.13 18453 1590.6
## - `4468394575` 1 0.13 18453 1590.6
## - `7734c0c22f` 1 0.16 18453 1590.6
## - `7cb7913148_3` 1 0.23 18453 1590.7
## - `8de0382f02` 1 0.24 18453 1590.7
## - b4112a94a6 1 0.24 18453 1590.7
## - `25bbf0e7e7` 1 0.24 18453 1590.7
## - a24802caa5 1 0.29 18453 1590.7
## - `7743f273c2` 1 0.39 18453 1590.8
## - `55cf3f7627` 1 0.42 18453 1590.8
## - `7cb7913148_7` 1 0.49 18453 1590.9
## - `2bc6ab42f7` 1 0.55 18453 1591.0
## - `96e6f0be58` 1 0.56 18453 1591.0
## - ee2ac696ff 1 0.57 18454 1591.0
## - b9a487ac3c 1 0.58 18454 1591.0
## - `12eda2d982` 1 0.58 18454 1591.0
## - `55907cc1de` 1 0.61 18454 1591.0
## - `77b3b41efa` 1 0.63 18454 1591.0
## - `7cb7913148_6` 1 0.67 18454 1591.1
## - `3df2300fa2` 1 0.68 18454 1591.1
## - `9b6e0b36c2` 1 0.71 18454 1591.1
## - `0342faceb5` 1 0.76 18454 1591.2
## - fbf66c8021 1 0.90 18454 1591.3
## - `7cb7913148_2` 1 0.91 18454 1591.3
## - c1b8ce2354 1 0.99 18454 1591.4
## - `3eb53ae932` 1 0.99 18454 1591.4
## - `7925993f42` 1 1.24 18454 1591.6
## - `0b846350ef` 1 1.31 18454 1591.7
## - dcfcbc2ea1 1 1.64 18454 1592.0
## - `8311343404` 1 1.74 18455 1592.1
## - `2e874bc151` 1 1.90 18455 1592.2
## - ba54a2a637 1 1.91 18455 1592.2
## - aa69c802b6 1 2.00 18455 1592.3
## <none> 18453 1592.5
## - `3e200bf766` 1 2.76 18456 1593.0
## - `7cb7913148_4` 1 3.05 18456 1593.3
## - `2a457d15d9` 1 3.37 18456 1593.6
## - e5efa4d39a 1 3.56 18456 1593.7
## - bdf934caa7 1 3.69 18457 1593.9
## - `29bbd86997` 1 3.83 18457 1594.0
## - `384bec5dd1_1` 1 4.07 18457 1594.2
## - `173b6590ae` 1 4.14 18457 1594.3
## - `298ed82b22` 1 4.22 18457 1594.3
## + `8a21502326` 1 0.12 18453 1594.4
## + `779d13189e` 1 0.11 18453 1594.4
## + `20f1afc5c7` 1 0.09 18453 1594.4
## + fdf8628ca7 1 0.06 18453 1594.4
## + `0e2ab0831c` 1 0.04 18453 1594.4
## + b709f75447 1 0.03 18453 1594.4
## + `99d44111c9` 1 0.03 18453 1594.4
## + d035af6ffa 1 0.03 18453 1594.4
## + ac826f0013 1 0.03 18453 1594.4
## + `7cb7913148_5` 1 0.02 18453 1594.5
## + `4fc17427c8` 1 0.02 18453 1594.5
## + `072b7e8f27` 1 0.02 18453 1594.5
## + `6516422788` 1 0.02 18453 1594.5
## + `63bcf89b1d` 1 0.02 18453 1594.5
## + `7841b6a5b1` 1 0.01 18453 1594.5
## + d4d6566f9c 1 0.00 18453 1594.5
## - `56371466d7` 1 4.53 18457 1594.6
## - fe8cdd80ba 1 4.54 18457 1594.7
## - `136c1727c3` 1 4.59 18458 1594.7
## - `1fa099bb01` 1 4.76 18458 1594.8
## - `435dec85e2` 1 4.78 18458 1594.9
## - `96c30c7eef` 1 5.13 18458 1595.2
## - `1f222e3669` 1 5.78 18459 1595.8
## - c58f611921 1 6.24 18459 1596.2
## - abca7a848f 1 6.34 18459 1596.3
## - ffd1cdcfc1 1 6.54 18459 1596.5
## - `789b5244a9` 1 6.80 18460 1596.7
## - `04e7268385` 1 7.06 18460 1597.0
## - ed7e658a27 1 7.06 18460 1597.0
## - `65aed7dc1f` 1 7.65 18460 1597.5
## - f66b98dd69 1 8.10 18461 1597.9
## - `2719b72c0d` 1 8.33 18461 1598.1
## - e7ee22effb 1 8.51 18461 1598.3
## - `98475257f7` 1 8.87 18462 1598.6
## - fe0318e273 1 9.14 18462 1598.9
## - ae08d2297e 1 10.01 18463 1599.7
## - `253eb5ef11` 1 13.04 18466 1602.5
## - `49756d8e0f` 1 16.46 18469 1605.6
## - `60ec1426ce` 1 22.78 18476 1611.4
## - `016399044a` 1 28.98 18482 1617.1
## - c0c3df65b1 1 33.10 18486 1620.9
## - `087235d61e` 1 44.52 18497 1631.4
## - f0a0febd35 1 45.20 18498 1632.0
## - `1f3058af83` 1 50.13 18503 1636.5
## - a14fd026ce 1 66.52 18519 1651.6
## - `87b982928b` 1 70.09 18523 1654.8
## - `7fe6cb4c98` 1 74.91 18528 1659.3
## - f013b60e50 1 92.73 18546 1675.6
## - `5f360995ef` 1 103.69 18557 1685.6
## - ea0f4a32e3 1 126.74 18580 1706.7
## - `174825d438` 1 138.96 18592 1717.9
## - `8c2e088a3d` 1 216.72 18670 1788.7
## - `8f5f7c556a` 1 219.14 18672 1790.9
## - `2d7fe4693a` 1 226.67 18680 1797.8
## - e0a0772df0 1 310.30 18763 1873.6
## - d2c775fa99 1 332.06 18785 1893.3
## - beb6e17af1 1 496.87 18950 2041.6
## - `5b862c0a8f` 1 510.23 18963 2053.6
## - `9a575e82a4_1` 1 547.02 19000 2086.5
## - `06888ceac9_1` 1 618.84 19072 2150.6
## - `6db53d265a` 1 651.96 19105 2180.0
## - e86a2190c1 1 757.57 19210 2273.7
## - aee1e4fc85 1 764.54 19217 2279.8
##
## Step: AIC=1590.59
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_3` +
## `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + a24802caa5 + `12eda2d982` +
## c58f611921 + `0b846350ef` + `9b6e0b36c2` + `0342faceb5` +
## ba54a2a637 + `7925993f42` + `7734c0c22f` + `4468394575` +
## b9a487ac3c + ee2ac696ff + `55cf3f7627` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `4468394575` 1 0.13 18453 1588.7
## - `7cb7913148_3` 1 0.15 18453 1588.7
## - `7734c0c22f` 1 0.16 18453 1588.7
## - `8de0382f02` 1 0.24 18453 1588.8
## - b4112a94a6 1 0.24 18453 1588.8
## - `25bbf0e7e7` 1 0.24 18453 1588.8
## - a24802caa5 1 0.29 18453 1588.8
## - `7743f273c2` 1 0.40 18453 1589.0
## - `55cf3f7627` 1 0.42 18453 1589.0
## - `7cb7913148_7` 1 0.50 18454 1589.0
## - `96e6f0be58` 1 0.56 18454 1589.1
## - `2bc6ab42f7` 1 0.56 18454 1589.1
## - ee2ac696ff 1 0.57 18454 1589.1
## - b9a487ac3c 1 0.58 18454 1589.1
## - `12eda2d982` 1 0.59 18454 1589.1
## - `55907cc1de` 1 0.61 18454 1589.2
## - `77b3b41efa` 1 0.62 18454 1589.2
## - `7cb7913148_6` 1 0.65 18454 1589.2
## - `3df2300fa2` 1 0.68 18454 1589.2
## - `9b6e0b36c2` 1 0.71 18454 1589.2
## - `0342faceb5` 1 0.76 18454 1589.3
## - `7cb7913148_2` 1 0.79 18454 1589.3
## - fbf66c8021 1 0.90 18454 1589.4
## - c1b8ce2354 1 0.99 18454 1589.5
## - `3eb53ae932` 1 0.99 18454 1589.5
## - `7925993f42` 1 1.24 18454 1589.7
## - `0b846350ef` 1 1.31 18454 1589.8
## - dcfcbc2ea1 1 1.64 18455 1590.1
## - `8311343404` 1 1.76 18455 1590.2
## - `2e874bc151` 1 1.89 18455 1590.3
## - ba54a2a637 1 1.91 18455 1590.3
## - aa69c802b6 1 2.00 18455 1590.4
## <none> 18453 1590.6
## - `3e200bf766` 1 2.75 18456 1591.1
## - `7cb7913148_4` 1 2.93 18456 1591.3
## - `2a457d15d9` 1 3.36 18456 1591.7
## - e5efa4d39a 1 3.54 18456 1591.8
## - bdf934caa7 1 3.68 18457 1592.0
## - `29bbd86997` 1 3.81 18457 1592.1
## - `384bec5dd1_1` 1 4.08 18457 1592.3
## - `173b6590ae` 1 4.12 18457 1592.4
## + `7cb7913148_1` 1 0.13 18453 1592.5
## + `8a21502326` 1 0.12 18453 1592.5
## + `779d13189e` 1 0.11 18453 1592.5
## - `298ed82b22` 1 4.24 18457 1592.5
## + `20f1afc5c7` 1 0.10 18453 1592.5
## + fdf8628ca7 1 0.06 18453 1592.5
## + `0e2ab0831c` 1 0.04 18453 1592.5
## + d035af6ffa 1 0.03 18453 1592.6
## + b709f75447 1 0.03 18453 1592.6
## + `99d44111c9` 1 0.03 18453 1592.6
## + ac826f0013 1 0.03 18453 1592.6
## + `4fc17427c8` 1 0.02 18453 1592.6
## + `6516422788` 1 0.02 18453 1592.6
## + `072b7e8f27` 1 0.02 18453 1592.6
## + `63bcf89b1d` 1 0.02 18453 1592.6
## + `7cb7913148_5` 1 0.01 18453 1592.6
## + `7841b6a5b1` 1 0.01 18453 1592.6
## + d4d6566f9c 1 0.00 18453 1592.6
## - fe8cdd80ba 1 4.54 18458 1592.8
## - `56371466d7` 1 4.54 18458 1592.8
## - `136c1727c3` 1 4.59 18458 1592.8
## - `435dec85e2` 1 4.75 18458 1593.0
## - `1fa099bb01` 1 4.78 18458 1593.0
## - `96c30c7eef` 1 5.14 18458 1593.3
## - `1f222e3669` 1 5.81 18459 1593.9
## - c58f611921 1 6.23 18459 1594.3
## - abca7a848f 1 6.34 18459 1594.4
## - ffd1cdcfc1 1 6.53 18460 1594.6
## - `789b5244a9` 1 6.81 18460 1594.8
## - `04e7268385` 1 7.05 18460 1595.1
## - ed7e658a27 1 7.07 18460 1595.1
## - `65aed7dc1f` 1 7.66 18461 1595.6
## - f66b98dd69 1 8.11 18461 1596.0
## - `2719b72c0d` 1 8.34 18461 1596.3
## - e7ee22effb 1 8.55 18462 1596.5
## - `98475257f7` 1 8.84 18462 1596.7
## - fe0318e273 1 9.13 18462 1597.0
## - ae08d2297e 1 10.02 18463 1597.8
## - `253eb5ef11` 1 13.03 18466 1600.6
## - `49756d8e0f` 1 16.43 18469 1603.7
## - `60ec1426ce` 1 22.78 18476 1609.5
## - `016399044a` 1 28.95 18482 1615.2
## - c0c3df65b1 1 33.12 18486 1619.0
## - `087235d61e` 1 44.54 18498 1629.5
## - f0a0febd35 1 45.19 18498 1630.1
## - `1f3058af83` 1 50.12 18503 1634.7
## - a14fd026ce 1 66.63 18520 1649.8
## - `87b982928b` 1 70.12 18523 1653.0
## - `7fe6cb4c98` 1 74.84 18528 1657.3
## - f013b60e50 1 92.72 18546 1673.7
## - `5f360995ef` 1 103.84 18557 1683.9
## - ea0f4a32e3 1 126.81 18580 1704.9
## - `174825d438` 1 138.98 18592 1716.0
## - `8c2e088a3d` 1 216.76 18670 1786.9
## - `8f5f7c556a` 1 219.23 18672 1789.1
## - `2d7fe4693a` 1 226.76 18680 1796.0
## - e0a0772df0 1 310.21 18763 1871.7
## - d2c775fa99 1 332.36 18785 1891.7
## - beb6e17af1 1 496.99 18950 2039.9
## - `5b862c0a8f` 1 510.41 18963 2051.9
## - `9a575e82a4_1` 1 546.96 19000 2084.6
## - `06888ceac9_1` 1 619.00 19072 2148.8
## - `6db53d265a` 1 651.83 19105 2178.0
## - e86a2190c1 1 757.54 19211 2271.7
## - aee1e4fc85 1 764.87 19218 2278.2
##
## Step: AIC=1588.7
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_3` +
## `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + a24802caa5 + `12eda2d982` +
## c58f611921 + `0b846350ef` + `9b6e0b36c2` + `0342faceb5` +
## ba54a2a637 + `7925993f42` + `7734c0c22f` + b9a487ac3c + ee2ac696ff +
## `55cf3f7627` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_3` 1 0.15 18453 1586.8
## - `7734c0c22f` 1 0.16 18453 1586.8
## - `8de0382f02` 1 0.24 18453 1586.9
## - b4112a94a6 1 0.24 18453 1586.9
## - `25bbf0e7e7` 1 0.25 18453 1586.9
## - a24802caa5 1 0.29 18453 1587.0
## - `7743f273c2` 1 0.40 18454 1587.1
## - `55cf3f7627` 1 0.42 18454 1587.1
## - `7cb7913148_7` 1 0.51 18454 1587.2
## - `96e6f0be58` 1 0.56 18454 1587.2
## - `2bc6ab42f7` 1 0.56 18454 1587.2
## - b9a487ac3c 1 0.57 18454 1587.2
## - ee2ac696ff 1 0.58 18454 1587.2
## - `12eda2d982` 1 0.59 18454 1587.2
## - `55907cc1de` 1 0.61 18454 1587.3
## - `77b3b41efa` 1 0.61 18454 1587.3
## - `7cb7913148_6` 1 0.65 18454 1587.3
## - `3df2300fa2` 1 0.68 18454 1587.3
## - `9b6e0b36c2` 1 0.71 18454 1587.4
## - `0342faceb5` 1 0.76 18454 1587.4
## - `7cb7913148_2` 1 0.79 18454 1587.4
## - fbf66c8021 1 0.90 18454 1587.5
## - c1b8ce2354 1 0.99 18454 1587.6
## - `3eb53ae932` 1 0.99 18454 1587.6
## - `7925993f42` 1 1.23 18454 1587.8
## - `0b846350ef` 1 1.30 18454 1587.9
## - dcfcbc2ea1 1 1.64 18455 1588.2
## - `8311343404` 1 1.76 18455 1588.3
## - `2e874bc151` 1 1.90 18455 1588.5
## - ba54a2a637 1 1.91 18455 1588.5
## - aa69c802b6 1 2.01 18455 1588.5
## <none> 18453 1588.7
## - `3e200bf766` 1 2.75 18456 1589.2
## - `7cb7913148_4` 1 2.93 18456 1589.4
## - `2a457d15d9` 1 3.35 18456 1589.8
## - e5efa4d39a 1 3.54 18457 1590.0
## - bdf934caa7 1 3.68 18457 1590.1
## - `29bbd86997` 1 3.81 18457 1590.2
## - `384bec5dd1_1` 1 4.07 18457 1590.5
## - `173b6590ae` 1 4.12 18457 1590.5
## + `4468394575` 1 0.13 18453 1590.6
## + `7cb7913148_1` 1 0.12 18453 1590.6
## + `8a21502326` 1 0.12 18453 1590.6
## + `779d13189e` 1 0.11 18453 1590.6
## - `298ed82b22` 1 4.24 18457 1590.6
## + `20f1afc5c7` 1 0.10 18453 1590.6
## + fdf8628ca7 1 0.06 18453 1590.7
## + `0e2ab0831c` 1 0.04 18453 1590.7
## + b709f75447 1 0.03 18453 1590.7
## + d035af6ffa 1 0.03 18453 1590.7
## + `99d44111c9` 1 0.03 18453 1590.7
## + ac826f0013 1 0.03 18453 1590.7
## + `4fc17427c8` 1 0.02 18453 1590.7
## + `072b7e8f27` 1 0.02 18453 1590.7
## + `6516422788` 1 0.02 18453 1590.7
## + `63bcf89b1d` 1 0.02 18453 1590.7
## + `7cb7913148_5` 1 0.02 18453 1590.7
## + `7841b6a5b1` 1 0.01 18453 1590.7
## + d4d6566f9c 1 0.00 18453 1590.7
## - `56371466d7` 1 4.54 18458 1590.9
## - fe8cdd80ba 1 4.54 18458 1590.9
## - `136c1727c3` 1 4.61 18458 1590.9
## - `1fa099bb01` 1 4.76 18458 1591.1
## - `435dec85e2` 1 4.77 18458 1591.1
## - `96c30c7eef` 1 5.15 18458 1591.4
## - `1f222e3669` 1 5.82 18459 1592.1
## - c58f611921 1 6.22 18459 1592.4
## - abca7a848f 1 6.33 18460 1592.5
## - ffd1cdcfc1 1 6.52 18460 1592.7
## - `789b5244a9` 1 6.82 18460 1593.0
## - `04e7268385` 1 7.04 18460 1593.2
## - ed7e658a27 1 7.08 18460 1593.2
## - `65aed7dc1f` 1 7.67 18461 1593.8
## - f66b98dd69 1 8.10 18461 1594.2
## - `2719b72c0d` 1 8.33 18462 1594.4
## - e7ee22effb 1 8.52 18462 1594.5
## - `98475257f7` 1 8.83 18462 1594.8
## - fe0318e273 1 9.12 18462 1595.1
## - ae08d2297e 1 10.00 18463 1595.9
## - `253eb5ef11` 1 13.04 18466 1598.7
## - `49756d8e0f` 1 16.42 18470 1601.8
## - `60ec1426ce` 1 22.76 18476 1607.6
## - `016399044a` 1 28.96 18482 1613.3
## - c0c3df65b1 1 33.11 18486 1617.1
## - `087235d61e` 1 44.59 18498 1627.7
## - f0a0febd35 1 45.19 18498 1628.2
## - `1f3058af83` 1 50.10 18503 1632.8
## - a14fd026ce 1 66.60 18520 1647.9
## - `87b982928b` 1 70.14 18523 1651.1
## - `7fe6cb4c98` 1 74.83 18528 1655.4
## - f013b60e50 1 92.76 18546 1671.8
## - `5f360995ef` 1 103.92 18557 1682.1
## - ea0f4a32e3 1 127.01 18580 1703.2
## - `174825d438` 1 139.17 18592 1714.3
## - `8c2e088a3d` 1 216.77 18670 1785.0
## - `8f5f7c556a` 1 219.22 18672 1787.2
## - `2d7fe4693a` 1 226.88 18680 1794.2
## - e0a0772df0 1 310.27 18763 1869.8
## - d2c775fa99 1 332.35 18786 1889.8
## - beb6e17af1 1 496.93 18950 2037.9
## - `5b862c0a8f` 1 510.30 18963 2049.9
## - `9a575e82a4_1` 1 546.93 19000 2082.7
## - `06888ceac9_1` 1 618.87 19072 2146.8
## - `6db53d265a` 1 651.79 19105 2176.1
## - e86a2190c1 1 757.65 19211 2269.9
## - aee1e4fc85 1 764.83 19218 2276.3
##
## Step: AIC=1586.84
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + a24802caa5 + `12eda2d982` +
## c58f611921 + `0b846350ef` + `9b6e0b36c2` + `0342faceb5` +
## ba54a2a637 + `7925993f42` + `7734c0c22f` + b9a487ac3c + ee2ac696ff +
## `55cf3f7627` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7734c0c22f` 1 0.16 18453 1585.0
## - `8de0382f02` 1 0.24 18454 1585.1
## - b4112a94a6 1 0.24 18454 1585.1
## - `25bbf0e7e7` 1 0.25 18454 1585.1
## - a24802caa5 1 0.29 18454 1585.1
## - `7743f273c2` 1 0.39 18454 1585.2
## - `55cf3f7627` 1 0.42 18454 1585.2
## - `7cb7913148_7` 1 0.51 18454 1585.3
## - `2bc6ab42f7` 1 0.56 18454 1585.4
## - `96e6f0be58` 1 0.57 18454 1585.4
## - b9a487ac3c 1 0.57 18454 1585.4
## - ee2ac696ff 1 0.57 18454 1585.4
## - `12eda2d982` 1 0.58 18454 1585.4
## - `55907cc1de` 1 0.61 18454 1585.4
## - `77b3b41efa` 1 0.61 18454 1585.4
## - `7cb7913148_6` 1 0.65 18454 1585.4
## - `3df2300fa2` 1 0.68 18454 1585.5
## - `7cb7913148_2` 1 0.71 18454 1585.5
## - `9b6e0b36c2` 1 0.71 18454 1585.5
## - `0342faceb5` 1 0.77 18454 1585.5
## - fbf66c8021 1 0.90 18454 1585.7
## - c1b8ce2354 1 0.99 18454 1585.8
## - `3eb53ae932` 1 0.99 18454 1585.8
## - `7925993f42` 1 1.22 18454 1586.0
## - `0b846350ef` 1 1.30 18455 1586.0
## - dcfcbc2ea1 1 1.63 18455 1586.3
## - `8311343404` 1 1.75 18455 1586.5
## - `2e874bc151` 1 1.89 18455 1586.6
## - ba54a2a637 1 1.91 18455 1586.6
## - aa69c802b6 1 2.02 18455 1586.7
## <none> 18453 1586.8
## - `3e200bf766` 1 2.75 18456 1587.4
## - `7cb7913148_4` 1 2.87 18456 1587.5
## - `2a457d15d9` 1 3.34 18457 1587.9
## - e5efa4d39a 1 3.54 18457 1588.1
## - bdf934caa7 1 3.68 18457 1588.2
## - `29bbd86997` 1 3.81 18457 1588.3
## - `384bec5dd1_1` 1 4.08 18457 1588.6
## - `173b6590ae` 1 4.11 18457 1588.6
## + `7cb7913148_3` 1 0.15 18453 1588.7
## + `4468394575` 1 0.13 18453 1588.7
## + `8a21502326` 1 0.12 18453 1588.7
## + `779d13189e` 1 0.11 18453 1588.7
## - `298ed82b22` 1 4.24 18458 1588.8
## + `20f1afc5c7` 1 0.10 18453 1588.8
## + fdf8628ca7 1 0.06 18453 1588.8
## + `7cb7913148_1` 1 0.05 18453 1588.8
## + `0e2ab0831c` 1 0.04 18453 1588.8
## + d035af6ffa 1 0.03 18453 1588.8
## + b709f75447 1 0.03 18453 1588.8
## + `99d44111c9` 1 0.03 18453 1588.8
## + ac826f0013 1 0.03 18453 1588.8
## + `072b7e8f27` 1 0.02 18453 1588.8
## + `4fc17427c8` 1 0.02 18453 1588.8
## + `6516422788` 1 0.02 18453 1588.8
## + `63bcf89b1d` 1 0.02 18453 1588.8
## + `7cb7913148_5` 1 0.01 18453 1588.8
## + `7841b6a5b1` 1 0.01 18453 1588.8
## + d4d6566f9c 1 0.00 18453 1588.8
## - `56371466d7` 1 4.54 18458 1589.0
## - fe8cdd80ba 1 4.57 18458 1589.0
## - `136c1727c3` 1 4.59 18458 1589.1
## - `1fa099bb01` 1 4.79 18458 1589.2
## - `435dec85e2` 1 4.79 18458 1589.2
## - `96c30c7eef` 1 5.15 18458 1589.6
## - `1f222e3669` 1 5.80 18459 1590.2
## - c58f611921 1 6.22 18460 1590.6
## - abca7a848f 1 6.32 18460 1590.7
## - ffd1cdcfc1 1 6.52 18460 1590.8
## - `789b5244a9` 1 6.82 18460 1591.1
## - `04e7268385` 1 7.04 18460 1591.3
## - ed7e658a27 1 7.08 18460 1591.4
## - `65aed7dc1f` 1 7.70 18461 1591.9
## - f66b98dd69 1 8.13 18461 1592.3
## - `2719b72c0d` 1 8.36 18462 1592.5
## - e7ee22effb 1 8.52 18462 1592.7
## - `98475257f7` 1 8.86 18462 1593.0
## - fe0318e273 1 9.11 18462 1593.2
## - ae08d2297e 1 9.98 18463 1594.0
## - `253eb5ef11` 1 12.99 18466 1596.8
## - `49756d8e0f` 1 16.47 18470 1600.0
## - `60ec1426ce` 1 22.72 18476 1605.7
## - `016399044a` 1 28.97 18482 1611.5
## - c0c3df65b1 1 33.06 18486 1615.2
## - `087235d61e` 1 44.65 18498 1625.9
## - f0a0febd35 1 45.22 18498 1626.4
## - `1f3058af83` 1 50.05 18503 1630.8
## - a14fd026ce 1 66.60 18520 1646.0
## - `87b982928b` 1 70.29 18524 1649.4
## - `7fe6cb4c98` 1 74.80 18528 1653.5
## - f013b60e50 1 92.83 18546 1670.0
## - `5f360995ef` 1 103.92 18557 1680.2
## - ea0f4a32e3 1 126.97 18580 1701.3
## - `174825d438` 1 139.18 18592 1712.4
## - `8c2e088a3d` 1 216.86 18670 1783.2
## - `8f5f7c556a` 1 219.20 18672 1785.3
## - `2d7fe4693a` 1 226.78 18680 1792.2
## - e0a0772df0 1 310.28 18764 1868.0
## - d2c775fa99 1 332.29 18786 1887.9
## - beb6e17af1 1 497.07 18950 2036.2
## - `5b862c0a8f` 1 510.29 18964 2048.0
## - `9a575e82a4_1` 1 546.85 19000 2080.7
## - `06888ceac9_1` 1 619.30 19073 2145.3
## - `6db53d265a` 1 651.81 19105 2174.3
## - e86a2190c1 1 757.59 19211 2268.0
## - aee1e4fc85 1 764.83 19218 2274.4
##
## Step: AIC=1584.99
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + a24802caa5 + `12eda2d982` +
## c58f611921 + `0b846350ef` + `9b6e0b36c2` + `0342faceb5` +
## ba54a2a637 + `7925993f42` + b9a487ac3c + ee2ac696ff + `55cf3f7627` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `8de0382f02` 1 0.24 18454 1583.2
## - b4112a94a6 1 0.24 18454 1583.2
## - `25bbf0e7e7` 1 0.25 18454 1583.2
## - a24802caa5 1 0.29 18454 1583.2
## - `7743f273c2` 1 0.40 18454 1583.4
## - `55cf3f7627` 1 0.42 18454 1583.4
## - `7cb7913148_7` 1 0.51 18454 1583.5
## - `2bc6ab42f7` 1 0.55 18454 1583.5
## - `96e6f0be58` 1 0.56 18454 1583.5
## - b9a487ac3c 1 0.57 18454 1583.5
## - ee2ac696ff 1 0.58 18454 1583.5
## - `12eda2d982` 1 0.58 18454 1583.5
## - `55907cc1de` 1 0.61 18454 1583.5
## - `77b3b41efa` 1 0.61 18454 1583.5
## - `7cb7913148_6` 1 0.65 18454 1583.6
## - `3df2300fa2` 1 0.68 18454 1583.6
## - `7cb7913148_2` 1 0.70 18454 1583.6
## - `9b6e0b36c2` 1 0.72 18454 1583.7
## - `0342faceb5` 1 0.77 18454 1583.7
## - fbf66c8021 1 0.91 18454 1583.8
## - c1b8ce2354 1 1.00 18454 1583.9
## - `3eb53ae932` 1 1.00 18454 1583.9
## - `0b846350ef` 1 1.30 18455 1584.2
## - dcfcbc2ea1 1 1.62 18455 1584.5
## - `8311343404` 1 1.75 18455 1584.6
## - `2e874bc151` 1 1.90 18455 1584.7
## - ba54a2a637 1 1.91 18455 1584.8
## - aa69c802b6 1 2.03 18456 1584.9
## <none> 18453 1585.0
## - `3e200bf766` 1 2.77 18456 1585.5
## - `7cb7913148_4` 1 2.87 18456 1585.6
## - `2a457d15d9` 1 3.34 18457 1586.1
## - e5efa4d39a 1 3.54 18457 1586.2
## - bdf934caa7 1 3.67 18457 1586.4
## - `29bbd86997` 1 3.81 18457 1586.5
## - `7925993f42` 1 3.85 18457 1586.5
## - `384bec5dd1_1` 1 4.08 18458 1586.7
## - `173b6590ae` 1 4.09 18458 1586.8
## + `7734c0c22f` 1 0.16 18453 1586.8
## + `7cb7913148_3` 1 0.15 18453 1586.8
## + `4468394575` 1 0.13 18453 1586.9
## - `298ed82b22` 1 4.22 18458 1586.9
## + `8a21502326` 1 0.12 18453 1586.9
## + `779d13189e` 1 0.11 18453 1586.9
## + `20f1afc5c7` 1 0.10 18453 1586.9
## + fdf8628ca7 1 0.06 18453 1586.9
## + `7cb7913148_1` 1 0.05 18453 1587.0
## + `0e2ab0831c` 1 0.03 18453 1587.0
## + b709f75447 1 0.03 18453 1587.0
## + d035af6ffa 1 0.03 18453 1587.0
## + `99d44111c9` 1 0.03 18453 1587.0
## + ac826f0013 1 0.03 18453 1587.0
## + `4fc17427c8` 1 0.02 18453 1587.0
## + `072b7e8f27` 1 0.02 18453 1587.0
## + `6516422788` 1 0.02 18453 1587.0
## + `63bcf89b1d` 1 0.02 18453 1587.0
## + `7cb7913148_5` 1 0.01 18453 1587.0
## + `7841b6a5b1` 1 0.01 18453 1587.0
## + d4d6566f9c 1 0.00 18453 1587.0
## - `56371466d7` 1 4.56 18458 1587.2
## - fe8cdd80ba 1 4.59 18458 1587.2
## - `136c1727c3` 1 4.60 18458 1587.2
## - `435dec85e2` 1 4.76 18458 1587.4
## - `1fa099bb01` 1 4.77 18458 1587.4
## - `96c30c7eef` 1 5.14 18459 1587.7
## - `1f222e3669` 1 5.82 18459 1588.3
## - c58f611921 1 6.22 18460 1588.7
## - abca7a848f 1 6.30 18460 1588.8
## - ffd1cdcfc1 1 6.51 18460 1589.0
## - `789b5244a9` 1 6.81 18460 1589.2
## - `04e7268385` 1 7.02 18460 1589.5
## - ed7e658a27 1 7.07 18460 1589.5
## - `65aed7dc1f` 1 7.70 18461 1590.1
## - f66b98dd69 1 8.12 18462 1590.5
## - `2719b72c0d` 1 8.35 18462 1590.7
## - e7ee22effb 1 8.50 18462 1590.8
## - `98475257f7` 1 8.89 18462 1591.2
## - fe0318e273 1 9.10 18462 1591.4
## - ae08d2297e 1 10.00 18464 1592.2
## - `253eb5ef11` 1 12.97 18466 1594.9
## - `49756d8e0f` 1 16.45 18470 1598.1
## - `60ec1426ce` 1 22.69 18476 1603.8
## - `016399044a` 1 28.96 18482 1609.6
## - c0c3df65b1 1 33.04 18486 1613.4
## - `087235d61e` 1 44.60 18498 1624.0
## - f0a0febd35 1 45.20 18499 1624.5
## - `1f3058af83` 1 50.05 18504 1629.0
## - a14fd026ce 1 66.57 18520 1644.1
## - `87b982928b` 1 70.42 18524 1647.7
## - `7fe6cb4c98` 1 74.78 18528 1651.7
## - f013b60e50 1 92.89 18546 1668.2
## - `5f360995ef` 1 103.86 18557 1678.3
## - ea0f4a32e3 1 126.94 18580 1699.4
## - `174825d438` 1 139.17 18593 1710.6
## - `8c2e088a3d` 1 217.00 18670 1781.5
## - `8f5f7c556a` 1 219.14 18673 1783.4
## - `2d7fe4693a` 1 226.81 18680 1790.4
## - e0a0772df0 1 310.33 18764 1866.2
## - d2c775fa99 1 332.28 18786 1886.0
## - beb6e17af1 1 497.16 18951 2034.4
## - `5b862c0a8f` 1 510.25 18964 2046.1
## - `9a575e82a4_1` 1 546.99 19000 2079.0
## - `06888ceac9_1` 1 619.26 19073 2143.4
## - `6db53d265a` 1 651.72 19105 2172.3
## - e86a2190c1 1 757.89 19211 2266.4
## - aee1e4fc85 1 764.88 19218 2272.6
##
## Step: AIC=1583.21
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + b4112a94a6 + `173b6590ae` +
## `3e200bf766` + a24802caa5 + `12eda2d982` + c58f611921 + `0b846350ef` +
## `9b6e0b36c2` + `0342faceb5` + ba54a2a637 + `7925993f42` +
## b9a487ac3c + ee2ac696ff + `55cf3f7627` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `25bbf0e7e7` 1 0.25 18454 1581.5
## - a24802caa5 1 0.29 18454 1581.5
## - `7743f273c2` 1 0.40 18454 1581.6
## - `55cf3f7627` 1 0.42 18454 1581.6
## - `7cb7913148_7` 1 0.51 18454 1581.7
## - `2bc6ab42f7` 1 0.55 18454 1581.7
## - `96e6f0be58` 1 0.55 18454 1581.7
## - b9a487ac3c 1 0.57 18454 1581.7
## - ee2ac696ff 1 0.57 18454 1581.7
## - `12eda2d982` 1 0.58 18454 1581.8
## - `77b3b41efa` 1 0.61 18454 1581.8
## - `55907cc1de` 1 0.62 18454 1581.8
## - `7cb7913148_6` 1 0.66 18454 1581.8
## - `3df2300fa2` 1 0.67 18454 1581.8
## - `7cb7913148_2` 1 0.70 18454 1581.9
## - `9b6e0b36c2` 1 0.72 18454 1581.9
## - `0342faceb5` 1 0.77 18454 1581.9
## - fbf66c8021 1 0.90 18455 1582.0
## - c1b8ce2354 1 1.00 18455 1582.1
## - `3eb53ae932` 1 1.00 18455 1582.1
## - `0b846350ef` 1 1.31 18455 1582.4
## - dcfcbc2ea1 1 1.62 18455 1582.7
## - `8311343404` 1 1.75 18455 1582.8
## - `2e874bc151` 1 1.89 18456 1583.0
## - ba54a2a637 1 1.91 18456 1583.0
## - aa69c802b6 1 2.03 18456 1583.1
## <none> 18454 1583.2
## - `3e200bf766` 1 2.76 18456 1583.8
## - `7cb7913148_4` 1 2.87 18457 1583.8
## - b4112a94a6 1 3.26 18457 1584.2
## - `2a457d15d9` 1 3.36 18457 1584.3
## - e5efa4d39a 1 3.54 18457 1584.5
## - bdf934caa7 1 3.66 18457 1584.6
## - `29bbd86997` 1 3.82 18458 1584.7
## - `7925993f42` 1 3.86 18458 1584.8
## - `384bec5dd1_1` 1 4.07 18458 1585.0
## - `173b6590ae` 1 4.10 18458 1585.0
## + `8de0382f02` 1 0.24 18453 1585.0
## + `7734c0c22f` 1 0.16 18454 1585.1
## + `7cb7913148_3` 1 0.15 18454 1585.1
## + `4468394575` 1 0.13 18454 1585.1
## + `8a21502326` 1 0.12 18454 1585.1
## + `779d13189e` 1 0.11 18454 1585.1
## - `298ed82b22` 1 4.24 18458 1585.1
## + `20f1afc5c7` 1 0.10 18454 1585.1
## + fdf8628ca7 1 0.06 18454 1585.2
## + `7cb7913148_1` 1 0.05 18454 1585.2
## + `0e2ab0831c` 1 0.03 18454 1585.2
## + b709f75447 1 0.03 18454 1585.2
## + `99d44111c9` 1 0.03 18454 1585.2
## + d035af6ffa 1 0.03 18454 1585.2
## + ac826f0013 1 0.03 18454 1585.2
## + `072b7e8f27` 1 0.02 18454 1585.2
## + `4fc17427c8` 1 0.02 18454 1585.2
## + `6516422788` 1 0.02 18454 1585.2
## + `63bcf89b1d` 1 0.02 18454 1585.2
## + `7cb7913148_5` 1 0.01 18454 1585.2
## + `7841b6a5b1` 1 0.01 18454 1585.2
## + d4d6566f9c 1 0.00 18454 1585.2
## - `56371466d7` 1 4.55 18458 1585.4
## - fe8cdd80ba 1 4.59 18458 1585.4
## - `136c1727c3` 1 4.62 18458 1585.5
## - `1fa099bb01` 1 4.75 18458 1585.6
## - `435dec85e2` 1 4.76 18458 1585.6
## - `96c30c7eef` 1 5.12 18459 1585.9
## - `1f222e3669` 1 5.84 18460 1586.6
## - c58f611921 1 6.21 18460 1586.9
## - abca7a848f 1 6.31 18460 1587.0
## - ffd1cdcfc1 1 6.50 18460 1587.2
## - `789b5244a9` 1 6.79 18460 1587.5
## - `04e7268385` 1 7.04 18461 1587.7
## - ed7e658a27 1 7.05 18461 1587.7
## - `65aed7dc1f` 1 7.69 18461 1588.3
## - f66b98dd69 1 8.15 18462 1588.7
## - `2719b72c0d` 1 8.38 18462 1588.9
## - e7ee22effb 1 8.47 18462 1589.0
## - `98475257f7` 1 8.88 18463 1589.4
## - fe0318e273 1 9.11 18463 1589.6
## - ae08d2297e 1 10.01 18464 1590.4
## - `253eb5ef11` 1 12.97 18467 1593.2
## - `49756d8e0f` 1 16.41 18470 1596.3
## - `60ec1426ce` 1 22.65 18476 1602.0
## - `016399044a` 1 28.89 18483 1607.8
## - c0c3df65b1 1 32.99 18487 1611.5
## - `087235d61e` 1 44.59 18498 1622.2
## - f0a0febd35 1 45.19 18499 1622.7
## - `1f3058af83` 1 50.13 18504 1627.3
## - a14fd026ce 1 66.54 18520 1642.3
## - `87b982928b` 1 70.33 18524 1645.8
## - `7fe6cb4c98` 1 74.84 18528 1649.9
## - f013b60e50 1 92.89 18547 1666.5
## - `5f360995ef` 1 104.04 18558 1676.7
## - ea0f4a32e3 1 127.12 18581 1697.8
## - `174825d438` 1 139.04 18593 1708.7
## - `8c2e088a3d` 1 217.06 18671 1779.8
## - `8f5f7c556a` 1 219.18 18673 1781.7
## - `2d7fe4693a` 1 226.81 18680 1788.6
## - e0a0772df0 1 310.40 18764 1864.5
## - d2c775fa99 1 332.36 18786 1884.3
## - beb6e17af1 1 497.31 18951 2032.8
## - `5b862c0a8f` 1 510.24 18964 2044.3
## - `9a575e82a4_1` 1 546.77 19000 2077.0
## - `06888ceac9_1` 1 619.36 19073 2141.8
## - `6db53d265a` 1 651.51 19105 2170.3
## - e86a2190c1 1 758.04 19212 2264.8
## - aee1e4fc85 1 765.01 19219 2270.9
##
## Step: AIC=1581.45
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `173b6590ae` + `3e200bf766` +
## a24802caa5 + `12eda2d982` + c58f611921 + `0b846350ef` + `9b6e0b36c2` +
## `0342faceb5` + ba54a2a637 + `7925993f42` + b9a487ac3c + ee2ac696ff +
## `55cf3f7627` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - a24802caa5 1 0.29 18454 1579.7
## - `7743f273c2` 1 0.40 18454 1579.8
## - `55cf3f7627` 1 0.41 18454 1579.8
## - `7cb7913148_7` 1 0.51 18454 1579.9
## - `2bc6ab42f7` 1 0.55 18454 1580.0
## - `96e6f0be58` 1 0.55 18454 1580.0
## - ee2ac696ff 1 0.57 18454 1580.0
## - b9a487ac3c 1 0.57 18454 1580.0
## - `12eda2d982` 1 0.59 18454 1580.0
## - `55907cc1de` 1 0.62 18455 1580.0
## - `77b3b41efa` 1 0.62 18455 1580.0
## - `7cb7913148_6` 1 0.66 18455 1580.0
## - `3df2300fa2` 1 0.67 18455 1580.1
## - `7cb7913148_2` 1 0.71 18455 1580.1
## - `9b6e0b36c2` 1 0.72 18455 1580.1
## - `0342faceb5` 1 0.77 18455 1580.2
## - fbf66c8021 1 0.90 18455 1580.3
## - c1b8ce2354 1 1.00 18455 1580.4
## - `3eb53ae932` 1 1.00 18455 1580.4
## - `0b846350ef` 1 1.31 18455 1580.7
## - dcfcbc2ea1 1 1.62 18456 1580.9
## - `8311343404` 1 1.72 18456 1581.0
## - `2e874bc151` 1 1.88 18456 1581.2
## - ba54a2a637 1 1.91 18456 1581.2
## - aa69c802b6 1 2.04 18456 1581.3
## <none> 18454 1581.5
## - `3e200bf766` 1 2.76 18457 1582.0
## - `7cb7913148_4` 1 2.86 18457 1582.1
## - b4112a94a6 1 3.28 18457 1582.5
## - `2a457d15d9` 1 3.36 18457 1582.5
## - e5efa4d39a 1 3.53 18458 1582.7
## - bdf934caa7 1 3.68 18458 1582.8
## - `29bbd86997` 1 3.80 18458 1582.9
## - `7925993f42` 1 3.85 18458 1583.0
## - `384bec5dd1_1` 1 4.06 18458 1583.2
## + `25bbf0e7e7` 1 0.25 18454 1583.2
## + `8de0382f02` 1 0.25 18454 1583.2
## - `173b6590ae` 1 4.11 18458 1583.2
## + `7734c0c22f` 1 0.17 18454 1583.3
## + `7cb7913148_3` 1 0.15 18454 1583.3
## + `4468394575` 1 0.14 18454 1583.3
## + `8a21502326` 1 0.12 18454 1583.3
## + `779d13189e` 1 0.11 18454 1583.3
## + `20f1afc5c7` 1 0.10 18454 1583.3
## - `298ed82b22` 1 4.26 18458 1583.4
## + fdf8628ca7 1 0.06 18454 1583.4
## + `7cb7913148_1` 1 0.05 18454 1583.4
## + `0e2ab0831c` 1 0.03 18454 1583.4
## + b709f75447 1 0.03 18454 1583.4
## + ac826f0013 1 0.03 18454 1583.4
## + d035af6ffa 1 0.03 18454 1583.4
## + `99d44111c9` 1 0.03 18454 1583.4
## + `6516422788` 1 0.02 18454 1583.4
## + `4fc17427c8` 1 0.02 18454 1583.4
## + `072b7e8f27` 1 0.02 18454 1583.4
## + `63bcf89b1d` 1 0.02 18454 1583.4
## + `7cb7913148_5` 1 0.01 18454 1583.4
## + `7841b6a5b1` 1 0.01 18454 1583.4
## + d4d6566f9c 1 0.00 18454 1583.5
## - `56371466d7` 1 4.54 18458 1583.6
## - fe8cdd80ba 1 4.57 18458 1583.7
## - `136c1727c3` 1 4.60 18458 1583.7
## - `1fa099bb01` 1 4.76 18459 1583.8
## - `435dec85e2` 1 4.78 18459 1583.8
## - `96c30c7eef` 1 5.16 18459 1584.2
## - `1f222e3669` 1 5.84 18460 1584.8
## - c58f611921 1 6.22 18460 1585.2
## - abca7a848f 1 6.33 18460 1585.3
## - ffd1cdcfc1 1 6.50 18460 1585.4
## - `789b5244a9` 1 6.83 18461 1585.7
## - `04e7268385` 1 7.03 18461 1585.9
## - ed7e658a27 1 7.10 18461 1586.0
## - `65aed7dc1f` 1 7.69 18462 1586.5
## - f66b98dd69 1 8.25 18462 1587.0
## - e7ee22effb 1 8.48 18462 1587.2
## - `2719b72c0d` 1 8.48 18462 1587.2
## - `98475257f7` 1 8.88 18463 1587.6
## - fe0318e273 1 9.10 18463 1587.8
## - ae08d2297e 1 10.02 18464 1588.7
## - `253eb5ef11` 1 13.00 18467 1591.4
## - `49756d8e0f` 1 16.44 18470 1594.6
## - `60ec1426ce` 1 22.72 18477 1600.3
## - `016399044a` 1 28.89 18483 1606.0
## - c0c3df65b1 1 32.96 18487 1609.8
## - `087235d61e` 1 44.60 18498 1620.4
## - f0a0febd35 1 45.18 18499 1621.0
## - `1f3058af83` 1 50.15 18504 1625.5
## - a14fd026ce 1 66.51 18520 1640.5
## - `87b982928b` 1 70.27 18524 1644.0
## - `7fe6cb4c98` 1 74.82 18529 1648.2
## - f013b60e50 1 92.76 18547 1664.6
## - `5f360995ef` 1 104.09 18558 1675.0
## - ea0f4a32e3 1 127.04 18581 1695.9
## - `174825d438` 1 139.12 18593 1707.0
## - `8c2e088a3d` 1 217.00 18671 1778.0
## - `8f5f7c556a` 1 219.13 18673 1779.9
## - `2d7fe4693a` 1 226.74 18681 1786.8
## - e0a0772df0 1 310.44 18764 1862.7
## - d2c775fa99 1 332.31 18786 1882.5
## - beb6e17af1 1 497.70 18952 2031.3
## - `5b862c0a8f` 1 510.66 18965 2042.9
## - `9a575e82a4_1` 1 546.99 19001 2075.4
## - `06888ceac9_1` 1 619.61 19074 2140.2
## - `6db53d265a` 1 651.59 19106 2168.7
## - e86a2190c1 1 758.05 19212 2263.0
## - aee1e4fc85 1 764.80 19219 2269.0
##
## Step: AIC=1579.72
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `173b6590ae` + `3e200bf766` +
## `12eda2d982` + c58f611921 + `0b846350ef` + `9b6e0b36c2` +
## `0342faceb5` + ba54a2a637 + `7925993f42` + b9a487ac3c + ee2ac696ff +
## `55cf3f7627` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7743f273c2` 1 0.40 18455 1578.1
## - `55cf3f7627` 1 0.42 18455 1578.1
## - `7cb7913148_7` 1 0.51 18455 1578.2
## - `96e6f0be58` 1 0.55 18455 1578.2
## - `2bc6ab42f7` 1 0.55 18455 1578.2
## - b9a487ac3c 1 0.56 18455 1578.2
## - ee2ac696ff 1 0.57 18455 1578.2
## - `12eda2d982` 1 0.59 18455 1578.3
## - `55907cc1de` 1 0.62 18455 1578.3
## - `77b3b41efa` 1 0.63 18455 1578.3
## - `7cb7913148_6` 1 0.66 18455 1578.3
## - `3df2300fa2` 1 0.67 18455 1578.3
## - `7cb7913148_2` 1 0.69 18455 1578.3
## - `9b6e0b36c2` 1 0.72 18455 1578.4
## - `0342faceb5` 1 0.77 18455 1578.4
## - fbf66c8021 1 0.89 18455 1578.5
## - c1b8ce2354 1 0.99 18455 1578.6
## - `3eb53ae932` 1 0.99 18455 1578.6
## - `0b846350ef` 1 1.31 18456 1578.9
## - dcfcbc2ea1 1 1.61 18456 1579.2
## - `8311343404` 1 1.71 18456 1579.3
## - `2e874bc151` 1 1.88 18456 1579.5
## - ba54a2a637 1 1.91 18456 1579.5
## - aa69c802b6 1 2.04 18456 1579.6
## <none> 18454 1579.7
## - `3e200bf766` 1 2.76 18457 1580.3
## - `7cb7913148_4` 1 2.86 18457 1580.3
## - b4112a94a6 1 3.28 18458 1580.7
## - `2a457d15d9` 1 3.36 18458 1580.8
## - e5efa4d39a 1 3.53 18458 1581.0
## - bdf934caa7 1 3.67 18458 1581.1
## - `29bbd86997` 1 3.80 18458 1581.2
## - `7925993f42` 1 3.84 18458 1581.2
## + a24802caa5 1 0.29 18454 1581.5
## - `384bec5dd1_1` 1 4.06 18458 1581.5
## + `25bbf0e7e7` 1 0.26 18454 1581.5
## + `8de0382f02` 1 0.25 18454 1581.5
## - `173b6590ae` 1 4.13 18458 1581.5
## + `7734c0c22f` 1 0.17 18454 1581.6
## + `7cb7913148_3` 1 0.15 18454 1581.6
## + `4468394575` 1 0.14 18454 1581.6
## + `8a21502326` 1 0.12 18454 1581.6
## + `779d13189e` 1 0.11 18454 1581.6
## + `20f1afc5c7` 1 0.10 18454 1581.6
## - `298ed82b22` 1 4.28 18458 1581.7
## + fdf8628ca7 1 0.06 18454 1581.7
## + `7cb7913148_1` 1 0.05 18454 1581.7
## + `0e2ab0831c` 1 0.03 18454 1581.7
## + b709f75447 1 0.03 18454 1581.7
## + d035af6ffa 1 0.03 18454 1581.7
## + ac826f0013 1 0.03 18454 1581.7
## + `99d44111c9` 1 0.03 18454 1581.7
## + `6516422788` 1 0.02 18454 1581.7
## + `072b7e8f27` 1 0.02 18454 1581.7
## + `4fc17427c8` 1 0.02 18454 1581.7
## + `63bcf89b1d` 1 0.02 18454 1581.7
## + `7cb7913148_5` 1 0.01 18454 1581.7
## + `7841b6a5b1` 1 0.01 18454 1581.7
## + d4d6566f9c 1 0.00 18454 1581.7
## - `136c1727c3` 1 4.55 18459 1581.9
## - `56371466d7` 1 4.55 18459 1581.9
## - fe8cdd80ba 1 4.56 18459 1581.9
## - `435dec85e2` 1 4.78 18459 1582.1
## - `1fa099bb01` 1 4.78 18459 1582.1
## - `96c30c7eef` 1 5.18 18459 1582.5
## - `1f222e3669` 1 5.85 18460 1583.1
## - c58f611921 1 6.22 18460 1583.4
## - abca7a848f 1 6.31 18460 1583.5
## - ffd1cdcfc1 1 6.49 18461 1583.7
## - `789b5244a9` 1 6.86 18461 1584.0
## - `04e7268385` 1 6.99 18461 1584.2
## - ed7e658a27 1 7.13 18461 1584.3
## - `65aed7dc1f` 1 7.70 18462 1584.8
## - f66b98dd69 1 8.25 18462 1585.3
## - e7ee22effb 1 8.45 18463 1585.5
## - `2719b72c0d` 1 8.48 18463 1585.5
## - `98475257f7` 1 8.90 18463 1585.9
## - fe0318e273 1 9.12 18463 1586.1
## - ae08d2297e 1 10.05 18464 1587.0
## - `253eb5ef11` 1 13.02 18467 1589.7
## - `49756d8e0f` 1 16.41 18471 1592.8
## - `60ec1426ce` 1 22.78 18477 1598.7
## - `016399044a` 1 28.95 18483 1604.3
## - c0c3df65b1 1 32.95 18487 1608.0
## - `087235d61e` 1 44.56 18499 1618.7
## - f0a0febd35 1 45.15 18499 1619.2
## - `1f3058af83` 1 50.21 18504 1623.8
## - a14fd026ce 1 66.47 18521 1638.8
## - `87b982928b` 1 70.30 18524 1642.3
## - `7fe6cb4c98` 1 74.84 18529 1646.4
## - f013b60e50 1 92.75 18547 1662.8
## - `5f360995ef` 1 104.00 18558 1673.1
## - ea0f4a32e3 1 127.12 18581 1694.3
## - `174825d438` 1 139.14 18593 1705.3
## - `8c2e088a3d` 1 217.03 18671 1776.2
## - `8f5f7c556a` 1 219.07 18673 1778.1
## - `2d7fe4693a` 1 226.64 18681 1785.0
## - e0a0772df0 1 310.23 18764 1860.8
## - d2c775fa99 1 332.22 18786 1880.7
## - beb6e17af1 1 497.74 18952 2029.6
## - `5b862c0a8f` 1 511.16 18965 2041.6
## - `9a575e82a4_1` 1 546.94 19001 2073.7
## - `06888ceac9_1` 1 619.56 19074 2138.4
## - `6db53d265a` 1 651.56 19106 2166.9
## - e86a2190c1 1 758.32 19213 2261.5
## - aee1e4fc85 1 764.64 19219 2267.1
##
## Step: AIC=1578.08
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `173b6590ae` + `3e200bf766` +
## `12eda2d982` + c58f611921 + `0b846350ef` + `9b6e0b36c2` +
## `0342faceb5` + ba54a2a637 + `7925993f42` + b9a487ac3c + ee2ac696ff +
## `55cf3f7627` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `55cf3f7627` 1 0.42 18455 1576.5
## - `7cb7913148_7` 1 0.51 18455 1576.6
## - `2bc6ab42f7` 1 0.55 18455 1576.6
## - `96e6f0be58` 1 0.55 18455 1576.6
## - b9a487ac3c 1 0.57 18455 1576.6
## - ee2ac696ff 1 0.57 18455 1576.6
## - `12eda2d982` 1 0.59 18455 1576.6
## - `55907cc1de` 1 0.62 18455 1576.7
## - `77b3b41efa` 1 0.63 18455 1576.7
## - `7cb7913148_6` 1 0.65 18455 1576.7
## - `3df2300fa2` 1 0.67 18455 1576.7
## - `7cb7913148_2` 1 0.69 18455 1576.7
## - `9b6e0b36c2` 1 0.72 18455 1576.7
## - `0342faceb5` 1 0.76 18455 1576.8
## - fbf66c8021 1 0.89 18456 1576.9
## - c1b8ce2354 1 0.98 18456 1577.0
## - `3eb53ae932` 1 0.98 18456 1577.0
## - `0b846350ef` 1 1.31 18456 1577.3
## - dcfcbc2ea1 1 1.60 18456 1577.5
## - `8311343404` 1 1.70 18456 1577.7
## - `2e874bc151` 1 1.87 18456 1577.8
## - ba54a2a637 1 1.91 18456 1577.8
## - aa69c802b6 1 2.05 18457 1578.0
## <none> 18455 1578.1
## - `3e200bf766` 1 2.77 18457 1578.6
## - `7cb7913148_4` 1 2.85 18458 1578.7
## - b4112a94a6 1 3.28 18458 1579.1
## - `2a457d15d9` 1 3.37 18458 1579.2
## - e5efa4d39a 1 3.55 18458 1579.3
## - bdf934caa7 1 3.66 18458 1579.5
## - `29bbd86997` 1 3.82 18458 1579.6
## - `7925993f42` 1 3.84 18458 1579.6
## + `7743f273c2` 1 0.40 18454 1579.7
## + a24802caa5 1 0.29 18454 1579.8
## - `384bec5dd1_1` 1 4.08 18459 1579.8
## + `25bbf0e7e7` 1 0.26 18454 1579.8
## + `8de0382f02` 1 0.25 18454 1579.9
## - `173b6590ae` 1 4.14 18459 1579.9
## + `7734c0c22f` 1 0.17 18454 1579.9
## + `7cb7913148_3` 1 0.15 18454 1580.0
## + `4468394575` 1 0.14 18454 1580.0
## + `8a21502326` 1 0.12 18454 1580.0
## + `779d13189e` 1 0.11 18454 1580.0
## + `20f1afc5c7` 1 0.10 18454 1580.0
## - `298ed82b22` 1 4.29 18459 1580.0
## + fdf8628ca7 1 0.06 18455 1580.0
## + `7cb7913148_1` 1 0.05 18455 1580.0
## + `0e2ab0831c` 1 0.04 18455 1580.0
## + b709f75447 1 0.03 18455 1580.0
## + d035af6ffa 1 0.03 18455 1580.1
## + `99d44111c9` 1 0.03 18455 1580.1
## + ac826f0013 1 0.03 18455 1580.1
## + `6516422788` 1 0.02 18455 1580.1
## + `072b7e8f27` 1 0.02 18455 1580.1
## + `4fc17427c8` 1 0.02 18455 1580.1
## + `63bcf89b1d` 1 0.02 18455 1580.1
## + `7cb7913148_5` 1 0.01 18455 1580.1
## + `7841b6a5b1` 1 0.01 18455 1580.1
## + d4d6566f9c 1 0.00 18455 1580.1
## - `56371466d7` 1 4.52 18459 1580.2
## - `136c1727c3` 1 4.53 18459 1580.2
## - fe8cdd80ba 1 4.55 18459 1580.3
## - `435dec85e2` 1 4.77 18459 1580.5
## - `1fa099bb01` 1 4.78 18459 1580.5
## - `96c30c7eef` 1 5.22 18460 1580.9
## - `1f222e3669` 1 5.86 18460 1581.5
## - c58f611921 1 6.25 18461 1581.8
## - abca7a848f 1 6.30 18461 1581.9
## - ffd1cdcfc1 1 6.50 18461 1582.1
## - `789b5244a9` 1 6.91 18462 1582.4
## - `04e7268385` 1 7.02 18462 1582.5
## - ed7e658a27 1 7.17 18462 1582.7
## - `65aed7dc1f` 1 7.70 18462 1583.2
## - f66b98dd69 1 8.29 18463 1583.7
## - e7ee22effb 1 8.46 18463 1583.9
## - `2719b72c0d` 1 8.52 18463 1583.9
## - `98475257f7` 1 8.91 18464 1584.3
## - fe0318e273 1 9.10 18464 1584.5
## - ae08d2297e 1 10.01 18465 1585.3
## - `253eb5ef11` 1 13.04 18468 1588.1
## - `49756d8e0f` 1 16.37 18471 1591.1
## - `60ec1426ce` 1 22.79 18477 1597.0
## - `016399044a` 1 28.95 18484 1602.7
## - c0c3df65b1 1 32.97 18488 1606.4
## - `087235d61e` 1 44.63 18499 1617.1
## - f0a0febd35 1 45.08 18500 1617.5
## - `1f3058af83` 1 50.15 18505 1622.2
## - a14fd026ce 1 66.43 18521 1637.1
## - `87b982928b` 1 70.39 18525 1640.7
## - `7fe6cb4c98` 1 74.85 18530 1644.8
## - f013b60e50 1 92.63 18547 1661.1
## - `5f360995ef` 1 104.11 18559 1671.6
## - ea0f4a32e3 1 127.25 18582 1692.8
## - `174825d438` 1 139.29 18594 1703.8
## - `8c2e088a3d` 1 217.16 18672 1774.7
## - `8f5f7c556a` 1 219.10 18674 1776.5
## - `2d7fe4693a` 1 226.63 18681 1783.3
## - e0a0772df0 1 310.01 18765 1859.0
## - d2c775fa99 1 331.99 18787 1878.8
## - beb6e17af1 1 497.70 18952 2028.0
## - `5b862c0a8f` 1 511.17 18966 2040.0
## - `9a575e82a4_1` 1 546.84 19002 2071.9
## - `06888ceac9_1` 1 619.29 19074 2136.5
## - `6db53d265a` 1 651.29 19106 2165.0
## - e86a2190c1 1 757.93 19213 2259.5
## - aee1e4fc85 1 764.56 19219 2265.4
##
## Step: AIC=1576.47
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `173b6590ae` + `3e200bf766` +
## `12eda2d982` + c58f611921 + `0b846350ef` + `9b6e0b36c2` +
## `0342faceb5` + ba54a2a637 + `7925993f42` + b9a487ac3c + ee2ac696ff +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_7` 1 0.50 18456 1574.9
## - `96e6f0be58` 1 0.54 18456 1575.0
## - `2bc6ab42f7` 1 0.55 18456 1575.0
## - b9a487ac3c 1 0.57 18456 1575.0
## - ee2ac696ff 1 0.57 18456 1575.0
## - `12eda2d982` 1 0.58 18456 1575.0
## - `55907cc1de` 1 0.61 18456 1575.0
## - `77b3b41efa` 1 0.63 18456 1575.0
## - `3df2300fa2` 1 0.66 18456 1575.1
## - `7cb7913148_6` 1 0.67 18456 1575.1
## - `7cb7913148_2` 1 0.69 18456 1575.1
## - `9b6e0b36c2` 1 0.72 18456 1575.1
## - `0342faceb5` 1 0.78 18456 1575.2
## - fbf66c8021 1 0.89 18456 1575.3
## - c1b8ce2354 1 0.97 18456 1575.4
## - `3eb53ae932` 1 0.97 18456 1575.4
## - `0b846350ef` 1 1.32 18456 1575.7
## - dcfcbc2ea1 1 1.61 18457 1576.0
## - `8311343404` 1 1.71 18457 1576.0
## - `2e874bc151` 1 1.88 18457 1576.2
## - ba54a2a637 1 1.91 18457 1576.2
## - aa69c802b6 1 2.06 18457 1576.4
## <none> 18455 1576.5
## - `3e200bf766` 1 2.77 18458 1577.0
## - `7cb7913148_4` 1 2.83 18458 1577.1
## - b4112a94a6 1 3.27 18458 1577.5
## - `2a457d15d9` 1 3.34 18458 1577.5
## - e5efa4d39a 1 3.55 18459 1577.7
## - bdf934caa7 1 3.63 18459 1577.8
## - `29bbd86997` 1 3.82 18459 1578.0
## - `7925993f42` 1 3.86 18459 1578.0
## + `55cf3f7627` 1 0.42 18455 1578.1
## + `7743f273c2` 1 0.40 18455 1578.1
## + a24802caa5 1 0.29 18455 1578.2
## - `384bec5dd1_1` 1 4.09 18459 1578.2
## + `8de0382f02` 1 0.25 18455 1578.2
## + `25bbf0e7e7` 1 0.25 18455 1578.2
## - `173b6590ae` 1 4.13 18459 1578.3
## + `7734c0c22f` 1 0.17 18455 1578.3
## + `7cb7913148_3` 1 0.15 18455 1578.3
## + `4468394575` 1 0.14 18455 1578.3
## + `8a21502326` 1 0.12 18455 1578.4
## + `779d13189e` 1 0.11 18455 1578.4
## + `20f1afc5c7` 1 0.10 18455 1578.4
## + fdf8628ca7 1 0.06 18455 1578.4
## + `7cb7913148_1` 1 0.06 18455 1578.4
## - `298ed82b22` 1 4.30 18459 1578.4
## + `0e2ab0831c` 1 0.04 18455 1578.4
## + b709f75447 1 0.03 18455 1578.4
## + d035af6ffa 1 0.03 18455 1578.4
## + ac826f0013 1 0.03 18455 1578.4
## + `6516422788` 1 0.02 18455 1578.4
## + `99d44111c9` 1 0.02 18455 1578.4
## + `072b7e8f27` 1 0.02 18455 1578.5
## + `4fc17427c8` 1 0.02 18455 1578.5
## + `63bcf89b1d` 1 0.01 18455 1578.5
## + `7cb7913148_5` 1 0.01 18455 1578.5
## + `7841b6a5b1` 1 0.01 18455 1578.5
## + d4d6566f9c 1 0.00 18455 1578.5
## - `56371466d7` 1 4.52 18460 1578.6
## - fe8cdd80ba 1 4.53 18460 1578.6
## - `136c1727c3` 1 4.53 18460 1578.6
## - `435dec85e2` 1 4.77 18460 1578.8
## - `1fa099bb01` 1 4.78 18460 1578.9
## - `96c30c7eef` 1 5.24 18460 1579.3
## - `1f222e3669` 1 5.80 18461 1579.8
## - c58f611921 1 6.24 18461 1580.2
## - abca7a848f 1 6.32 18461 1580.3
## - ffd1cdcfc1 1 6.51 18462 1580.5
## - `789b5244a9` 1 6.92 18462 1580.8
## - `04e7268385` 1 7.03 18462 1580.9
## - ed7e658a27 1 7.19 18462 1581.1
## - `65aed7dc1f` 1 7.71 18463 1581.5
## - f66b98dd69 1 8.27 18463 1582.1
## - e7ee22effb 1 8.45 18464 1582.2
## - `2719b72c0d` 1 8.51 18464 1582.3
## - `98475257f7` 1 8.91 18464 1582.7
## - fe0318e273 1 9.11 18464 1582.8
## - ae08d2297e 1 9.99 18465 1583.7
## - `253eb5ef11` 1 13.06 18468 1586.5
## - `49756d8e0f` 1 16.39 18471 1589.5
## - `60ec1426ce` 1 22.80 18478 1595.4
## - `016399044a` 1 28.95 18484 1601.1
## - c0c3df65b1 1 33.00 18488 1604.8
## - `087235d61e` 1 44.65 18500 1615.5
## - f0a0febd35 1 45.15 18500 1616.0
## - `1f3058af83` 1 50.23 18505 1620.6
## - a14fd026ce 1 66.41 18522 1635.5
## - `87b982928b` 1 70.53 18526 1639.2
## - `7fe6cb4c98` 1 74.91 18530 1643.2
## - f013b60e50 1 92.79 18548 1659.6
## - `5f360995ef` 1 104.17 18559 1670.0
## - ea0f4a32e3 1 127.32 18582 1691.2
## - `174825d438` 1 139.50 18594 1702.3
## - `8c2e088a3d` 1 217.42 18672 1773.3
## - `8f5f7c556a` 1 219.17 18674 1774.9
## - `2d7fe4693a` 1 226.39 18681 1781.5
## - e0a0772df0 1 309.91 18765 1857.2
## - d2c775fa99 1 332.13 18787 1877.3
## - beb6e17af1 1 497.48 18952 2026.1
## - `5b862c0a8f` 1 510.89 18966 2038.1
## - `9a575e82a4_1` 1 546.96 19002 2070.4
## - `06888ceac9_1` 1 619.33 19074 2134.9
## - `6db53d265a` 1 651.64 19107 2163.7
## - e86a2190c1 1 758.14 19213 2258.1
## - aee1e4fc85 1 764.55 19220 2263.7
##
## Step: AIC=1574.92
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `1fa099bb01` + `435dec85e2` + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + fbf66c8021 + `77b3b41efa` +
## b4112a94a6 + `173b6590ae` + `3e200bf766` + `12eda2d982` +
## c58f611921 + `0b846350ef` + `9b6e0b36c2` + `0342faceb5` +
## ba54a2a637 + `7925993f42` + b9a487ac3c + ee2ac696ff + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `96e6f0be58` 1 0.53 18456 1573.4
## - `2bc6ab42f7` 1 0.54 18456 1573.4
## - `12eda2d982` 1 0.57 18456 1573.5
## - b9a487ac3c 1 0.57 18456 1573.5
## - ee2ac696ff 1 0.58 18456 1573.5
## - `55907cc1de` 1 0.63 18456 1573.5
## - `77b3b41efa` 1 0.63 18456 1573.5
## - `3df2300fa2` 1 0.65 18456 1573.5
## - `7cb7913148_6` 1 0.67 18456 1573.5
## - `7cb7913148_2` 1 0.70 18456 1573.6
## - `9b6e0b36c2` 1 0.72 18456 1573.6
## - `0342faceb5` 1 0.79 18456 1573.7
## - fbf66c8021 1 0.90 18456 1573.8
## - c1b8ce2354 1 0.98 18456 1573.8
## - `3eb53ae932` 1 0.98 18456 1573.8
## - `0b846350ef` 1 1.32 18457 1574.1
## - dcfcbc2ea1 1 1.61 18457 1574.4
## - `8311343404` 1 1.71 18457 1574.5
## - `2e874bc151` 1 1.90 18457 1574.7
## - ba54a2a637 1 1.91 18458 1574.7
## - aa69c802b6 1 2.06 18458 1574.8
## <none> 18456 1574.9
## - `3e200bf766` 1 2.76 18458 1575.5
## - `7cb7913148_4` 1 2.83 18458 1575.5
## - b4112a94a6 1 3.30 18459 1576.0
## - `2a457d15d9` 1 3.35 18459 1576.0
## - e5efa4d39a 1 3.55 18459 1576.2
## - bdf934caa7 1 3.64 18459 1576.3
## - `29bbd86997` 1 3.82 18459 1576.4
## + `7cb7913148_7` 1 0.50 18455 1576.5
## - `7925993f42` 1 3.89 18459 1576.5
## + `7743f273c2` 1 0.40 18455 1576.5
## + `55cf3f7627` 1 0.40 18455 1576.6
## + a24802caa5 1 0.29 18455 1576.7
## - `384bec5dd1_1` 1 4.05 18460 1576.7
## + `25bbf0e7e7` 1 0.25 18455 1576.7
## + `8de0382f02` 1 0.25 18455 1576.7
## - `173b6590ae` 1 4.12 18460 1576.7
## + `7734c0c22f` 1 0.17 18455 1576.8
## + `4468394575` 1 0.15 18455 1576.8
## + `7cb7913148_3` 1 0.15 18455 1576.8
## + `8a21502326` 1 0.12 18455 1576.8
## + `779d13189e` 1 0.11 18455 1576.8
## + `20f1afc5c7` 1 0.10 18455 1576.8
## + `7cb7913148_1` 1 0.06 18456 1576.9
## + fdf8628ca7 1 0.06 18456 1576.9
## + `0e2ab0831c` 1 0.04 18456 1576.9
## + b709f75447 1 0.03 18456 1576.9
## + d035af6ffa 1 0.03 18456 1576.9
## + `6516422788` 1 0.03 18456 1576.9
## + ac826f0013 1 0.03 18456 1576.9
## + `072b7e8f27` 1 0.02 18456 1576.9
## + `99d44111c9` 1 0.02 18456 1576.9
## + `4fc17427c8` 1 0.02 18456 1576.9
## + `63bcf89b1d` 1 0.01 18456 1576.9
## + `7cb7913148_5` 1 0.01 18456 1576.9
## + `7841b6a5b1` 1 0.01 18456 1576.9
## + d4d6566f9c 1 0.00 18456 1576.9
## - `298ed82b22` 1 4.35 18460 1576.9
## - `56371466d7` 1 4.50 18460 1577.1
## - fe8cdd80ba 1 4.52 18460 1577.1
## - `136c1727c3` 1 4.55 18460 1577.1
## - `1fa099bb01` 1 4.75 18460 1577.3
## - `435dec85e2` 1 4.76 18460 1577.3
## - `96c30c7eef` 1 5.22 18461 1577.7
## - `1f222e3669` 1 5.82 18461 1578.3
## - c58f611921 1 6.24 18462 1578.7
## - abca7a848f 1 6.35 18462 1578.8
## - ffd1cdcfc1 1 6.51 18462 1578.9
## - `789b5244a9` 1 6.90 18462 1579.3
## - `04e7268385` 1 7.01 18463 1579.4
## - ed7e658a27 1 7.17 18463 1579.5
## - `65aed7dc1f` 1 7.75 18463 1580.0
## - f66b98dd69 1 8.23 18464 1580.5
## - `2719b72c0d` 1 8.46 18464 1580.7
## - e7ee22effb 1 8.48 18464 1580.7
## - `98475257f7` 1 8.90 18464 1581.1
## - fe0318e273 1 8.98 18464 1581.2
## - ae08d2297e 1 10.06 18466 1582.2
## - `253eb5ef11` 1 13.08 18469 1585.0
## - `49756d8e0f` 1 16.42 18472 1588.0
## - `60ec1426ce` 1 22.79 18478 1593.9
## - `016399044a` 1 28.91 18484 1599.5
## - c0c3df65b1 1 32.96 18488 1603.2
## - `087235d61e` 1 44.68 18500 1614.0
## - f0a0febd35 1 45.14 18501 1614.4
## - `1f3058af83` 1 50.45 18506 1619.3
## - a14fd026ce 1 66.53 18522 1634.0
## - `87b982928b` 1 70.41 18526 1637.6
## - `7fe6cb4c98` 1 74.97 18530 1641.8
## - f013b60e50 1 92.88 18548 1658.2
## - `5f360995ef` 1 104.13 18560 1668.5
## - ea0f4a32e3 1 127.31 18583 1689.7
## - `174825d438` 1 139.57 18595 1700.8
## - `8c2e088a3d` 1 217.42 18673 1771.8
## - `8f5f7c556a` 1 219.16 18675 1773.4
## - `2d7fe4693a` 1 226.18 18682 1779.8
## - e0a0772df0 1 309.99 18766 1855.8
## - d2c775fa99 1 331.89 18787 1875.6
## - beb6e17af1 1 498.06 18954 2025.1
## - `5b862c0a8f` 1 510.85 18966 2036.5
## - `9a575e82a4_1` 1 547.06 19003 2068.9
## - `06888ceac9_1` 1 619.52 19075 2133.6
## - `6db53d265a` 1 651.69 19107 2162.2
## - e86a2190c1 1 758.31 19214 2256.7
## - aee1e4fc85 1 765.11 19221 2262.7
##
## Step: AIC=1573.41
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` +
## `435dec85e2` + `04e7268385` + `8311343404` + e7ee22effb +
## `298ed82b22` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + b4112a94a6 + `173b6590ae` +
## `3e200bf766` + `12eda2d982` + c58f611921 + `0b846350ef` +
## `9b6e0b36c2` + `0342faceb5` + ba54a2a637 + `7925993f42` +
## b9a487ac3c + ee2ac696ff + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `3df2300fa2` 1 0.14 18456 1571.5
## - `2bc6ab42f7` 1 0.31 18456 1571.7
## - b9a487ac3c 1 0.57 18457 1571.9
## - `12eda2d982` 1 0.57 18457 1571.9
## - ee2ac696ff 1 0.58 18457 1571.9
## - `55907cc1de` 1 0.63 18457 1572.0
## - `77b3b41efa` 1 0.63 18457 1572.0
## - `7cb7913148_6` 1 0.68 18457 1572.0
## - `7cb7913148_2` 1 0.70 18457 1572.0
## - `9b6e0b36c2` 1 0.72 18457 1572.1
## - `0342faceb5` 1 0.78 18457 1572.1
## - fbf66c8021 1 0.90 18457 1572.2
## - c1b8ce2354 1 0.98 18457 1572.3
## - `3eb53ae932` 1 0.98 18457 1572.3
## - `0b846350ef` 1 1.31 18457 1572.6
## - dcfcbc2ea1 1 1.62 18458 1572.9
## - `8311343404` 1 1.69 18458 1573.0
## - `2e874bc151` 1 1.87 18458 1573.1
## - ba54a2a637 1 1.91 18458 1573.2
## - aa69c802b6 1 2.05 18458 1573.3
## <none> 18456 1573.4
## - `3e200bf766` 1 2.76 18459 1573.9
## - `7cb7913148_4` 1 2.82 18459 1574.0
## - b4112a94a6 1 3.27 18459 1574.4
## - `2a457d15d9` 1 3.33 18459 1574.5
## - e5efa4d39a 1 3.54 18460 1574.7
## - bdf934caa7 1 3.66 18460 1574.8
## - `29bbd86997` 1 3.82 18460 1574.9
## + `96e6f0be58` 1 0.53 18456 1574.9
## + `7cb7913148_7` 1 0.49 18456 1575.0
## - `7925993f42` 1 3.87 18460 1575.0
## + `7743f273c2` 1 0.40 18456 1575.0
## + `55cf3f7627` 1 0.39 18456 1575.0
## - `384bec5dd1_1` 1 4.05 18460 1575.1
## + a24802caa5 1 0.29 18456 1575.1
## + `25bbf0e7e7` 1 0.25 18456 1575.2
## + `8de0382f02` 1 0.24 18456 1575.2
## - `173b6590ae` 1 4.11 18460 1575.2
## + `7734c0c22f` 1 0.16 18456 1575.3
## + `7cb7913148_3` 1 0.15 18456 1575.3
## + `4468394575` 1 0.15 18456 1575.3
## + `8a21502326` 1 0.12 18456 1575.3
## + `779d13189e` 1 0.10 18456 1575.3
## + `20f1afc5c7` 1 0.10 18456 1575.3
## + fdf8628ca7 1 0.05 18456 1575.4
## + `7cb7913148_1` 1 0.05 18456 1575.4
## + `0e2ab0831c` 1 0.04 18456 1575.4
## + b709f75447 1 0.03 18456 1575.4
## + ac826f0013 1 0.03 18456 1575.4
## + d035af6ffa 1 0.03 18456 1575.4
## + `6516422788` 1 0.03 18456 1575.4
## + `072b7e8f27` 1 0.02 18456 1575.4
## + `4fc17427c8` 1 0.02 18456 1575.4
## + `99d44111c9` 1 0.02 18456 1575.4
## + `63bcf89b1d` 1 0.01 18456 1575.4
## + `7cb7913148_5` 1 0.01 18456 1575.4
## + `7841b6a5b1` 1 0.01 18456 1575.4
## + d4d6566f9c 1 0.00 18456 1575.4
## - `298ed82b22` 1 4.40 18460 1575.5
## - `56371466d7` 1 4.49 18461 1575.5
## - fe8cdd80ba 1 4.51 18461 1575.6
## - `136c1727c3` 1 4.58 18461 1575.6
## - `435dec85e2` 1 4.76 18461 1575.8
## - `1fa099bb01` 1 4.77 18461 1575.8
## - `96c30c7eef` 1 5.20 18461 1576.2
## - `1f222e3669` 1 5.81 18462 1576.8
## - c58f611921 1 6.21 18462 1577.1
## - abca7a848f 1 6.32 18462 1577.2
## - ffd1cdcfc1 1 6.51 18463 1577.4
## - `789b5244a9` 1 6.88 18463 1577.7
## - `04e7268385` 1 6.98 18463 1577.8
## - ed7e658a27 1 7.15 18463 1578.0
## - `65aed7dc1f` 1 7.75 18464 1578.5
## - f66b98dd69 1 8.26 18464 1579.0
## - e7ee22effb 1 8.46 18464 1579.2
## - `2719b72c0d` 1 8.49 18465 1579.2
## - `98475257f7` 1 8.86 18465 1579.5
## - fe0318e273 1 8.97 18465 1579.7
## - ae08d2297e 1 10.01 18466 1580.6
## - `253eb5ef11` 1 13.09 18469 1583.4
## - `49756d8e0f` 1 16.46 18472 1586.5
## - `60ec1426ce` 1 22.80 18479 1592.4
## - `016399044a` 1 28.94 18485 1598.0
## - c0c3df65b1 1 33.03 18489 1601.8
## - `087235d61e` 1 44.80 18501 1612.6
## - f0a0febd35 1 45.11 18501 1612.9
## - `1f3058af83` 1 50.41 18506 1617.7
## - a14fd026ce 1 66.64 18523 1632.6
## - `87b982928b` 1 70.40 18526 1636.0
## - `7fe6cb4c98` 1 74.93 18531 1640.2
## - f013b60e50 1 92.89 18549 1656.7
## - `5f360995ef` 1 104.17 18560 1667.0
## - ea0f4a32e3 1 127.30 18583 1688.1
## - `174825d438` 1 139.39 18596 1699.2
## - `8c2e088a3d` 1 217.40 18674 1770.2
## - `8f5f7c556a` 1 219.41 18676 1772.1
## - `2d7fe4693a` 1 226.07 18682 1778.1
## - e0a0772df0 1 309.73 18766 1854.0
## - d2c775fa99 1 331.68 18788 1873.8
## - beb6e17af1 1 497.98 18954 2023.5
## - `5b862c0a8f` 1 511.02 18967 2035.2
## - `9a575e82a4_1` 1 546.73 19003 2067.1
## - `06888ceac9_1` 1 619.49 19076 2132.0
## - `6db53d265a` 1 651.77 19108 2160.7
## - e86a2190c1 1 758.43 19214 2255.2
## - aee1e4fc85 1 765.65 19222 2261.6
##
## Step: AIC=1571.54
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `173b6590ae` + `3e200bf766` +
## `12eda2d982` + c58f611921 + `0b846350ef` + `9b6e0b36c2` +
## `0342faceb5` + ba54a2a637 + `7925993f42` + b9a487ac3c + ee2ac696ff +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - b9a487ac3c 1 0.57 18457 1570.1
## - `12eda2d982` 1 0.58 18457 1570.1
## - ee2ac696ff 1 0.59 18457 1570.1
## - `77b3b41efa` 1 0.63 18457 1570.1
## - `55907cc1de` 1 0.63 18457 1570.1
## - `7cb7913148_6` 1 0.68 18457 1570.2
## - `7cb7913148_2` 1 0.71 18457 1570.2
## - `9b6e0b36c2` 1 0.72 18457 1570.2
## - `0342faceb5` 1 0.79 18457 1570.3
## - fbf66c8021 1 0.90 18457 1570.4
## - c1b8ce2354 1 0.99 18457 1570.5
## - `3eb53ae932` 1 0.99 18457 1570.5
## - `0b846350ef` 1 1.31 18458 1570.8
## - dcfcbc2ea1 1 1.63 18458 1571.0
## - `8311343404` 1 1.70 18458 1571.1
## - `2e874bc151` 1 1.86 18458 1571.3
## - ba54a2a637 1 1.89 18458 1571.3
## - aa69c802b6 1 2.06 18458 1571.4
## <none> 18456 1571.5
## - `3e200bf766` 1 2.74 18459 1572.1
## - `7cb7913148_4` 1 2.82 18459 1572.1
## - b4112a94a6 1 3.26 18460 1572.5
## - `2a457d15d9` 1 3.35 18460 1572.6
## - e5efa4d39a 1 3.54 18460 1572.8
## - bdf934caa7 1 3.64 18460 1572.9
## - `29bbd86997` 1 3.81 18460 1573.0
## + `7cb7913148_7` 1 0.49 18456 1573.1
## - `7925993f42` 1 3.87 18460 1573.1
## + `7743f273c2` 1 0.40 18456 1573.2
## + `55cf3f7627` 1 0.39 18456 1573.2
## - `384bec5dd1_1` 1 4.03 18460 1573.2
## + a24802caa5 1 0.29 18456 1573.3
## + `25bbf0e7e7` 1 0.25 18456 1573.3
## + `8de0382f02` 1 0.24 18456 1573.3
## - `173b6590ae` 1 4.12 18460 1573.3
## + `7734c0c22f` 1 0.17 18456 1573.4
## + `7cb7913148_3` 1 0.16 18456 1573.4
## + `4468394575` 1 0.15 18456 1573.4
## + `3df2300fa2` 1 0.14 18456 1573.4
## + `8a21502326` 1 0.12 18456 1573.4
## + `779d13189e` 1 0.10 18456 1573.4
## + `20f1afc5c7` 1 0.10 18456 1573.5
## + fdf8628ca7 1 0.05 18456 1573.5
## + `7cb7913148_1` 1 0.05 18456 1573.5
## + `0e2ab0831c` 1 0.04 18456 1573.5
## + ac826f0013 1 0.03 18456 1573.5
## + b709f75447 1 0.03 18456 1573.5
## + d035af6ffa 1 0.03 18456 1573.5
## + `6516422788` 1 0.03 18456 1573.5
## + `96e6f0be58` 1 0.02 18456 1573.5
## + `072b7e8f27` 1 0.02 18456 1573.5
## + `4fc17427c8` 1 0.02 18456 1573.5
## + `99d44111c9` 1 0.02 18456 1573.5
## + `63bcf89b1d` 1 0.01 18456 1573.5
## + `7cb7913148_5` 1 0.01 18456 1573.5
## + `7841b6a5b1` 1 0.01 18456 1573.5
## + d4d6566f9c 1 0.00 18456 1573.5
## - `298ed82b22` 1 4.39 18461 1573.6
## - `56371466d7` 1 4.49 18461 1573.7
## - fe8cdd80ba 1 4.50 18461 1573.7
## - `136c1727c3` 1 4.57 18461 1573.8
## - `435dec85e2` 1 4.75 18461 1573.9
## - `1fa099bb01` 1 4.78 18461 1573.9
## - `96c30c7eef` 1 5.21 18461 1574.3
## - `1f222e3669` 1 5.84 18462 1574.9
## - c58f611921 1 6.18 18462 1575.2
## - abca7a848f 1 6.32 18462 1575.3
## - ffd1cdcfc1 1 6.53 18463 1575.5
## - `789b5244a9` 1 6.88 18463 1575.9
## - `04e7268385` 1 7.00 18463 1576.0
## - ed7e658a27 1 7.15 18463 1576.1
## - `65aed7dc1f` 1 7.76 18464 1576.7
## - f66b98dd69 1 8.26 18464 1577.1
## - e7ee22effb 1 8.49 18465 1577.3
## - `2719b72c0d` 1 8.49 18465 1577.3
## - `98475257f7` 1 8.85 18465 1577.7
## - fe0318e273 1 8.97 18465 1577.8
## - ae08d2297e 1 10.00 18466 1578.7
## - `253eb5ef11` 1 13.11 18469 1581.6
## - `49756d8e0f` 1 16.47 18473 1584.7
## - `60ec1426ce` 1 22.76 18479 1590.5
## - `016399044a` 1 29.00 18485 1596.2
## - c0c3df65b1 1 32.96 18489 1599.8
## - `087235d61e` 1 44.75 18501 1610.7
## - f0a0febd35 1 45.09 18501 1611.0
## - `1f3058af83` 1 50.33 18506 1615.8
## - `2bc6ab42f7` 1 60.70 18517 1625.3
## - a14fd026ce 1 66.60 18523 1630.7
## - `87b982928b` 1 70.35 18527 1634.1
## - `7fe6cb4c98` 1 74.89 18531 1638.3
## - f013b60e50 1 92.95 18549 1654.8
## - `5f360995ef` 1 104.13 18560 1665.1
## - ea0f4a32e3 1 127.33 18584 1686.3
## - `174825d438` 1 139.40 18596 1697.3
## - `8c2e088a3d` 1 217.58 18674 1768.5
## - `8f5f7c556a` 1 219.64 18676 1770.4
## - `2d7fe4693a` 1 226.04 18682 1776.2
## - e0a0772df0 1 309.75 18766 1852.2
## - d2c775fa99 1 331.88 18788 1872.2
## - beb6e17af1 1 497.92 18954 2021.6
## - `5b862c0a8f` 1 510.96 18967 2033.2
## - `9a575e82a4_1` 1 546.62 19003 2065.1
## - `06888ceac9_1` 1 619.43 19076 2130.1
## - `6db53d265a` 1 651.85 19108 2158.9
## - e86a2190c1 1 758.37 19215 2253.3
## - aee1e4fc85 1 765.94 19222 2260.0
##
## Step: AIC=1570.06
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `173b6590ae` + `3e200bf766` +
## `12eda2d982` + c58f611921 + `0b846350ef` + `9b6e0b36c2` +
## `0342faceb5` + ba54a2a637 + `7925993f42` + ee2ac696ff + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `12eda2d982` 1 0.57 18457 1568.6
## - ee2ac696ff 1 0.60 18457 1568.6
## - `77b3b41efa` 1 0.62 18457 1568.6
## - `55907cc1de` 1 0.64 18457 1568.7
## - `7cb7913148_6` 1 0.67 18458 1568.7
## - `7cb7913148_2` 1 0.70 18458 1568.7
## - `9b6e0b36c2` 1 0.71 18458 1568.7
## - `0342faceb5` 1 0.80 18458 1568.8
## - fbf66c8021 1 0.90 18458 1568.9
## - c1b8ce2354 1 1.00 18458 1569.0
## - `3eb53ae932` 1 1.00 18458 1569.0
## - `0b846350ef` 1 1.31 18458 1569.3
## - dcfcbc2ea1 1 1.65 18458 1569.6
## - `8311343404` 1 1.69 18458 1569.6
## - `2e874bc151` 1 1.84 18459 1569.8
## - ba54a2a637 1 1.89 18459 1569.8
## - aa69c802b6 1 2.05 18459 1570.0
## <none> 18457 1570.1
## - `3e200bf766` 1 2.72 18460 1570.6
## - `7cb7913148_4` 1 2.82 18460 1570.7
## - b4112a94a6 1 3.28 18460 1571.1
## - `2a457d15d9` 1 3.34 18460 1571.1
## - e5efa4d39a 1 3.53 18460 1571.3
## - bdf934caa7 1 3.64 18460 1571.4
## + b9a487ac3c 1 0.57 18456 1571.5
## - `29bbd86997` 1 3.80 18461 1571.6
## + `7cb7913148_7` 1 0.49 18456 1571.6
## - `7925993f42` 1 3.89 18461 1571.6
## + `7743f273c2` 1 0.41 18456 1571.7
## + `55cf3f7627` 1 0.39 18456 1571.7
## - `384bec5dd1_1` 1 4.02 18461 1571.8
## + a24802caa5 1 0.28 18456 1571.8
## + `25bbf0e7e7` 1 0.26 18456 1571.8
## + `8de0382f02` 1 0.24 18457 1571.8
## - `173b6590ae` 1 4.13 18461 1571.9
## + `7734c0c22f` 1 0.17 18457 1571.9
## + `7cb7913148_3` 1 0.16 18457 1571.9
## + `4468394575` 1 0.14 18457 1571.9
## + `3df2300fa2` 1 0.14 18457 1571.9
## + `8a21502326` 1 0.11 18457 1572.0
## + `779d13189e` 1 0.10 18457 1572.0
## + `20f1afc5c7` 1 0.09 18457 1572.0
## + fdf8628ca7 1 0.06 18457 1572.0
## + `7cb7913148_1` 1 0.05 18457 1572.0
## + `0e2ab0831c` 1 0.04 18457 1572.0
## + ac826f0013 1 0.03 18457 1572.0
## + b709f75447 1 0.03 18457 1572.0
## + `6516422788` 1 0.03 18457 1572.0
## + d035af6ffa 1 0.03 18457 1572.0
## + `96e6f0be58` 1 0.02 18457 1572.0
## + `072b7e8f27` 1 0.02 18457 1572.0
## + `4fc17427c8` 1 0.02 18457 1572.0
## + `99d44111c9` 1 0.02 18457 1572.0
## + `63bcf89b1d` 1 0.01 18457 1572.0
## + `7cb7913148_5` 1 0.01 18457 1572.0
## + `7841b6a5b1` 1 0.01 18457 1572.1
## + d4d6566f9c 1 0.00 18457 1572.1
## - `298ed82b22` 1 4.36 18461 1572.1
## - `56371466d7` 1 4.47 18461 1572.2
## - fe8cdd80ba 1 4.51 18461 1572.2
## - `136c1727c3` 1 4.59 18461 1572.3
## - `1fa099bb01` 1 4.72 18462 1572.4
## - `435dec85e2` 1 4.75 18462 1572.4
## - `96c30c7eef` 1 5.17 18462 1572.8
## - `1f222e3669` 1 5.88 18463 1573.5
## - c58f611921 1 6.21 18463 1573.8
## - abca7a848f 1 6.31 18463 1573.9
## - ffd1cdcfc1 1 6.55 18463 1574.1
## - `789b5244a9` 1 6.85 18464 1574.4
## - `04e7268385` 1 7.03 18464 1574.5
## - ed7e658a27 1 7.11 18464 1574.6
## - `65aed7dc1f` 1 7.80 18465 1575.2
## - f66b98dd69 1 8.28 18465 1575.7
## - `2719b72c0d` 1 8.51 18465 1575.9
## - e7ee22effb 1 8.51 18465 1575.9
## - `98475257f7` 1 8.87 18466 1576.2
## - fe0318e273 1 9.00 18466 1576.3
## - ae08d2297e 1 9.95 18467 1577.2
## - `253eb5ef11` 1 13.09 18470 1580.1
## - `49756d8e0f` 1 16.50 18473 1583.2
## - `60ec1426ce` 1 22.68 18480 1588.9
## - `016399044a` 1 28.93 18486 1594.7
## - c0c3df65b1 1 33.05 18490 1598.4
## - `087235d61e` 1 44.69 18502 1609.1
## - f0a0febd35 1 44.96 18502 1609.4
## - `1f3058af83` 1 50.48 18507 1614.4
## - `2bc6ab42f7` 1 60.63 18517 1623.8
## - a14fd026ce 1 66.72 18524 1629.3
## - `87b982928b` 1 70.40 18527 1632.7
## - `7fe6cb4c98` 1 74.85 18532 1636.8
## - f013b60e50 1 93.26 18550 1653.7
## - `5f360995ef` 1 104.26 18561 1663.7
## - ea0f4a32e3 1 127.35 18584 1684.8
## - `174825d438` 1 139.27 18596 1695.7
## - `8c2e088a3d` 1 217.61 18674 1767.1
## - `8f5f7c556a` 1 219.30 18676 1768.6
## - `2d7fe4693a` 1 226.04 18683 1774.8
## - e0a0772df0 1 309.70 18766 1850.6
## - d2c775fa99 1 331.83 18789 1870.6
## - beb6e17af1 1 497.82 18955 2020.0
## - `5b862c0a8f` 1 510.84 18968 2031.6
## - `9a575e82a4_1` 1 546.51 19003 2063.6
## - `06888ceac9_1` 1 619.84 19077 2128.9
## - `6db53d265a` 1 651.99 19109 2157.5
## - e86a2190c1 1 759.43 19216 2252.7
## - aee1e4fc85 1 765.71 19222 2258.3
##
## Step: AIC=1568.59
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `173b6590ae` + `3e200bf766` +
## c58f611921 + `0b846350ef` + `9b6e0b36c2` + `0342faceb5` +
## ba54a2a637 + `7925993f42` + ee2ac696ff + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - ee2ac696ff 1 0.58 18458 1567.1
## - `77b3b41efa` 1 0.63 18458 1567.2
## - `55907cc1de` 1 0.65 18458 1567.2
## - `7cb7913148_6` 1 0.65 18458 1567.2
## - `7cb7913148_2` 1 0.70 18458 1567.2
## - `9b6e0b36c2` 1 0.72 18458 1567.2
## - `0342faceb5` 1 0.80 18458 1567.3
## - fbf66c8021 1 0.90 18458 1567.4
## - c1b8ce2354 1 1.01 18458 1567.5
## - `3eb53ae932` 1 1.01 18458 1567.5
## - `0b846350ef` 1 1.30 18459 1567.8
## - dcfcbc2ea1 1 1.65 18459 1568.1
## - `8311343404` 1 1.67 18459 1568.1
## - `2e874bc151` 1 1.83 18459 1568.3
## - ba54a2a637 1 1.88 18459 1568.3
## - aa69c802b6 1 2.06 18459 1568.5
## <none> 18457 1568.6
## - `3e200bf766` 1 2.71 18460 1569.1
## - `7cb7913148_4` 1 2.80 18460 1569.2
## - b4112a94a6 1 3.28 18461 1569.6
## - `2a457d15d9` 1 3.32 18461 1569.7
## - e5efa4d39a 1 3.52 18461 1569.8
## - bdf934caa7 1 3.66 18461 1570.0
## + `12eda2d982` 1 0.57 18457 1570.1
## + b9a487ac3c 1 0.57 18457 1570.1
## - `29bbd86997` 1 3.80 18461 1570.1
## + `7cb7913148_7` 1 0.47 18457 1570.2
## - `7925993f42` 1 3.88 18461 1570.2
## + `7743f273c2` 1 0.41 18457 1570.2
## + `55cf3f7627` 1 0.38 18457 1570.2
## - `384bec5dd1_1` 1 4.01 18461 1570.3
## + a24802caa5 1 0.28 18457 1570.3
## + `25bbf0e7e7` 1 0.27 18457 1570.3
## + `8de0382f02` 1 0.24 18457 1570.4
## - `173b6590ae` 1 4.14 18462 1570.4
## + `7734c0c22f` 1 0.17 18457 1570.4
## + `7cb7913148_3` 1 0.14 18457 1570.5
## + `4468394575` 1 0.14 18457 1570.5
## + `3df2300fa2` 1 0.14 18457 1570.5
## + `8a21502326` 1 0.11 18457 1570.5
## + `779d13189e` 1 0.10 18457 1570.5
## + `20f1afc5c7` 1 0.09 18457 1570.5
## + `7cb7913148_1` 1 0.06 18457 1570.5
## + fdf8628ca7 1 0.05 18457 1570.5
## + `0e2ab0831c` 1 0.04 18457 1570.6
## + ac826f0013 1 0.04 18457 1570.6
## + `6516422788` 1 0.03 18457 1570.6
## + d035af6ffa 1 0.03 18457 1570.6
## + b709f75447 1 0.03 18457 1570.6
## + `072b7e8f27` 1 0.02 18457 1570.6
## + `96e6f0be58` 1 0.02 18457 1570.6
## + `4fc17427c8` 1 0.02 18457 1570.6
## + `99d44111c9` 1 0.02 18457 1570.6
## + `7cb7913148_5` 1 0.01 18457 1570.6
## + `63bcf89b1d` 1 0.01 18457 1570.6
## + `7841b6a5b1` 1 0.01 18457 1570.6
## + d4d6566f9c 1 0.00 18457 1570.6
## - `298ed82b22` 1 4.36 18462 1570.6
## - `56371466d7` 1 4.47 18462 1570.7
## - fe8cdd80ba 1 4.53 18462 1570.8
## - `136c1727c3` 1 4.58 18462 1570.8
## - `1fa099bb01` 1 4.74 18462 1571.0
## - `435dec85e2` 1 4.75 18462 1571.0
## - `96c30c7eef` 1 5.17 18462 1571.3
## - `1f222e3669` 1 5.87 18463 1572.0
## - c58f611921 1 6.16 18464 1572.3
## - abca7a848f 1 6.30 18464 1572.4
## - ffd1cdcfc1 1 6.60 18464 1572.7
## - `789b5244a9` 1 6.84 18464 1572.9
## - `04e7268385` 1 7.03 18464 1573.1
## - ed7e658a27 1 7.11 18464 1573.1
## - `65aed7dc1f` 1 7.84 18465 1573.8
## - f66b98dd69 1 8.28 18466 1574.2
## - e7ee22effb 1 8.50 18466 1574.4
## - `2719b72c0d` 1 8.51 18466 1574.4
## - `98475257f7` 1 8.90 18466 1574.8
## - fe0318e273 1 8.97 18466 1574.8
## - ae08d2297e 1 9.97 18467 1575.8
## - `253eb5ef11` 1 13.05 18470 1578.6
## - `49756d8e0f` 1 16.52 18474 1581.8
## - `60ec1426ce` 1 22.68 18480 1587.4
## - `016399044a` 1 28.95 18486 1593.2
## - c0c3df65b1 1 33.01 18490 1596.9
## - `087235d61e` 1 44.61 18502 1607.6
## - f0a0febd35 1 44.86 18502 1607.8
## - `1f3058af83` 1 50.45 18508 1612.9
## - `2bc6ab42f7` 1 60.67 18518 1622.3
## - a14fd026ce 1 66.72 18524 1627.9
## - `87b982928b` 1 70.30 18528 1631.1
## - `7fe6cb4c98` 1 74.94 18532 1635.4
## - f013b60e50 1 93.12 18550 1652.0
## - `5f360995ef` 1 104.20 18562 1662.2
## - ea0f4a32e3 1 127.47 18585 1683.5
## - `174825d438` 1 139.37 18597 1694.3
## - `8c2e088a3d` 1 217.76 18675 1765.8
## - `8f5f7c556a` 1 219.39 18677 1767.2
## - `2d7fe4693a` 1 225.91 18683 1773.2
## - e0a0772df0 1 309.83 18767 1849.3
## - d2c775fa99 1 331.77 18789 1869.1
## - beb6e17af1 1 497.89 18955 2018.6
## - `5b862c0a8f` 1 511.13 18968 2030.4
## - `9a575e82a4_1` 1 546.78 19004 2062.3
## - `06888ceac9_1` 1 619.59 19077 2127.2
## - `6db53d265a` 1 652.55 19110 2156.5
## - e86a2190c1 1 759.02 19216 2250.9
## - aee1e4fc85 1 765.69 19223 2256.8
##
## Step: AIC=1567.13
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `173b6590ae` + `3e200bf766` +
## c58f611921 + `0b846350ef` + `9b6e0b36c2` + `0342faceb5` +
## ba54a2a637 + `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `77b3b41efa` 1 0.64 18459 1565.7
## - `55907cc1de` 1 0.65 18459 1565.7
## - `7cb7913148_6` 1 0.65 18459 1565.7
## - `7cb7913148_2` 1 0.71 18459 1565.8
## - `9b6e0b36c2` 1 0.72 18459 1565.8
## - `0342faceb5` 1 0.80 18459 1565.9
## - fbf66c8021 1 0.90 18459 1566.0
## - c1b8ce2354 1 1.02 18459 1566.1
## - `3eb53ae932` 1 1.02 18459 1566.1
## - `0b846350ef` 1 1.31 18459 1566.3
## - `8311343404` 1 1.65 18460 1566.7
## - dcfcbc2ea1 1 1.66 18460 1566.7
## - `2e874bc151` 1 1.85 18460 1566.8
## - ba54a2a637 1 1.95 18460 1566.9
## - aa69c802b6 1 2.07 18460 1567.0
## <none> 18458 1567.1
## - `3e200bf766` 1 2.73 18461 1567.6
## - `7cb7913148_4` 1 2.82 18461 1567.7
## - b4112a94a6 1 3.25 18461 1568.1
## - `2a457d15d9` 1 3.31 18461 1568.2
## - e5efa4d39a 1 3.52 18462 1568.4
## - bdf934caa7 1 3.64 18462 1568.5
## + ee2ac696ff 1 0.58 18457 1568.6
## + b9a487ac3c 1 0.58 18457 1568.6
## + `12eda2d982` 1 0.56 18457 1568.6
## - `29bbd86997` 1 3.79 18462 1568.6
## - `7925993f42` 1 3.87 18462 1568.7
## + `7cb7913148_7` 1 0.48 18458 1568.7
## + `7743f273c2` 1 0.41 18458 1568.8
## + `55cf3f7627` 1 0.38 18458 1568.8
## - `384bec5dd1_1` 1 4.04 18462 1568.8
## + a24802caa5 1 0.28 18458 1568.9
## + `25bbf0e7e7` 1 0.26 18458 1568.9
## + `8de0382f02` 1 0.23 18458 1568.9
## - `173b6590ae` 1 4.12 18462 1568.9
## + `7734c0c22f` 1 0.17 18458 1569.0
## + `4468394575` 1 0.15 18458 1569.0
## + `3df2300fa2` 1 0.15 18458 1569.0
## + `7cb7913148_3` 1 0.14 18458 1569.0
## + `8a21502326` 1 0.11 18458 1569.0
## + `779d13189e` 1 0.10 18458 1569.0
## + `20f1afc5c7` 1 0.10 18458 1569.0
## + fdf8628ca7 1 0.06 18458 1569.1
## + `7cb7913148_1` 1 0.05 18458 1569.1
## + ac826f0013 1 0.04 18458 1569.1
## + `0e2ab0831c` 1 0.04 18458 1569.1
## + `6516422788` 1 0.03 18458 1569.1
## + d035af6ffa 1 0.03 18458 1569.1
## + b709f75447 1 0.03 18458 1569.1
## + `96e6f0be58` 1 0.03 18458 1569.1
## + `072b7e8f27` 1 0.02 18458 1569.1
## + `4fc17427c8` 1 0.02 18458 1569.1
## + `99d44111c9` 1 0.02 18458 1569.1
## + `7cb7913148_5` 1 0.01 18458 1569.1
## + `63bcf89b1d` 1 0.01 18458 1569.1
## + `7841b6a5b1` 1 0.01 18458 1569.1
## + d4d6566f9c 1 0.00 18458 1569.1
## - `298ed82b22` 1 4.37 18462 1569.1
## - fe8cdd80ba 1 4.48 18462 1569.2
## - `56371466d7` 1 4.49 18462 1569.3
## - `136c1727c3` 1 4.55 18462 1569.3
## - `1fa099bb01` 1 4.75 18463 1569.5
## - `435dec85e2` 1 4.79 18463 1569.5
## - `96c30c7eef` 1 5.18 18463 1569.9
## - `1f222e3669` 1 5.82 18464 1570.5
## - c58f611921 1 6.17 18464 1570.8
## - abca7a848f 1 6.26 18464 1570.9
## - ffd1cdcfc1 1 6.63 18465 1571.2
## - `789b5244a9` 1 6.85 18465 1571.4
## - `04e7268385` 1 7.00 18465 1571.6
## - ed7e658a27 1 7.12 18465 1571.7
## - `65aed7dc1f` 1 7.83 18466 1572.3
## - f66b98dd69 1 8.26 18466 1572.7
## - e7ee22effb 1 8.44 18466 1572.9
## - `2719b72c0d` 1 8.49 18466 1572.9
## - `98475257f7` 1 8.96 18467 1573.4
## - fe0318e273 1 9.00 18467 1573.4
## - ae08d2297e 1 9.98 18468 1574.3
## - `253eb5ef11` 1 13.13 18471 1577.2
## - `49756d8e0f` 1 16.48 18474 1580.3
## - `60ec1426ce` 1 22.74 18481 1586.0
## - `016399044a` 1 29.08 18487 1591.8
## - c0c3df65b1 1 33.09 18491 1595.5
## - `087235d61e` 1 44.73 18503 1606.2
## - f0a0febd35 1 44.78 18503 1606.3
## - `1f3058af83` 1 50.67 18509 1611.7
## - `2bc6ab42f7` 1 60.55 18518 1620.7
## - a14fd026ce 1 66.83 18525 1626.5
## - `87b982928b` 1 70.24 18528 1629.6
## - `7fe6cb4c98` 1 74.99 18533 1634.0
## - f013b60e50 1 93.26 18551 1650.7
## - `5f360995ef` 1 104.31 18562 1660.8
## - ea0f4a32e3 1 127.46 18585 1682.0
## - `174825d438` 1 139.33 18597 1692.8
## - `8c2e088a3d` 1 217.60 18676 1764.1
## - `8f5f7c556a` 1 219.58 18678 1765.9
## - `2d7fe4693a` 1 225.74 18684 1771.5
## - e0a0772df0 1 309.97 18768 1847.9
## - d2c775fa99 1 332.19 18790 1868.0
## - beb6e17af1 1 497.58 18956 2016.8
## - `5b862c0a8f` 1 511.28 18969 2029.1
## - `9a575e82a4_1` 1 546.61 19005 2060.7
## - `06888ceac9_1` 1 619.82 19078 2125.9
## - `6db53d265a` 1 652.20 19110 2154.8
## - e86a2190c1 1 759.08 19217 2249.4
## - aee1e4fc85 1 765.33 19223 2255.0
##
## Step: AIC=1565.71
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + b4112a94a6 + `173b6590ae` + `3e200bf766` + c58f611921 +
## `0b846350ef` + `9b6e0b36c2` + `0342faceb5` + ba54a2a637 +
## `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `55907cc1de` 1 0.65 18459 1564.3
## - `7cb7913148_6` 1 0.66 18459 1564.3
## - `7cb7913148_2` 1 0.71 18459 1564.4
## - `9b6e0b36c2` 1 0.72 18459 1564.4
## - `0342faceb5` 1 0.79 18459 1564.4
## - fbf66c8021 1 0.92 18460 1564.5
## - c1b8ce2354 1 1.02 18460 1564.7
## - `3eb53ae932` 1 1.02 18460 1564.7
## - `0b846350ef` 1 1.31 18460 1564.9
## - `8311343404` 1 1.65 18460 1565.2
## - dcfcbc2ea1 1 1.67 18460 1565.2
## - `2e874bc151` 1 1.87 18460 1565.4
## - ba54a2a637 1 1.94 18460 1565.5
## - aa69c802b6 1 2.10 18461 1565.6
## <none> 18459 1565.7
## - `3e200bf766` 1 2.73 18461 1566.2
## - `7cb7913148_4` 1 2.82 18461 1566.3
## - b4112a94a6 1 3.27 18462 1566.7
## - `2a457d15d9` 1 3.33 18462 1566.8
## - e5efa4d39a 1 3.52 18462 1566.9
## - bdf934caa7 1 3.63 18462 1567.0
## + `77b3b41efa` 1 0.64 18458 1567.1
## + ee2ac696ff 1 0.59 18458 1567.2
## + b9a487ac3c 1 0.57 18458 1567.2
## + `12eda2d982` 1 0.57 18458 1567.2
## - `29bbd86997` 1 3.79 18462 1567.2
## + `7cb7913148_7` 1 0.48 18458 1567.3
## - `7925993f42` 1 3.88 18462 1567.3
## + `7743f273c2` 1 0.41 18458 1567.3
## + `55cf3f7627` 1 0.38 18458 1567.4
## - `384bec5dd1_1` 1 4.06 18463 1567.4
## + a24802caa5 1 0.29 18458 1567.4
## + `25bbf0e7e7` 1 0.27 18458 1567.5
## - `173b6590ae` 1 4.10 18463 1567.5
## + `8de0382f02` 1 0.23 18458 1567.5
## + `7734c0c22f` 1 0.17 18458 1567.5
## + `3df2300fa2` 1 0.15 18458 1567.6
## + `4468394575` 1 0.14 18458 1567.6
## + `7cb7913148_3` 1 0.14 18458 1567.6
## + `8a21502326` 1 0.11 18458 1567.6
## + `779d13189e` 1 0.10 18458 1567.6
## + `20f1afc5c7` 1 0.10 18458 1567.6
## + fdf8628ca7 1 0.06 18458 1567.7
## + `7cb7913148_1` 1 0.05 18458 1567.7
## + ac826f0013 1 0.04 18458 1567.7
## + `6516422788` 1 0.04 18458 1567.7
## + `0e2ab0831c` 1 0.03 18458 1567.7
## + b709f75447 1 0.03 18458 1567.7
## + d035af6ffa 1 0.03 18459 1567.7
## + `96e6f0be58` 1 0.03 18459 1567.7
## + `072b7e8f27` 1 0.03 18459 1567.7
## + `4fc17427c8` 1 0.02 18459 1567.7
## + `99d44111c9` 1 0.02 18459 1567.7
## + `7cb7913148_5` 1 0.01 18459 1567.7
## + `63bcf89b1d` 1 0.01 18459 1567.7
## + `7841b6a5b1` 1 0.01 18459 1567.7
## + d4d6566f9c 1 0.00 18459 1567.7
## - `298ed82b22` 1 4.38 18463 1567.7
## - `56371466d7` 1 4.45 18463 1567.8
## - fe8cdd80ba 1 4.47 18463 1567.8
## - `136c1727c3` 1 4.49 18463 1567.8
## - `1fa099bb01` 1 4.76 18463 1568.1
## - `435dec85e2` 1 4.76 18463 1568.1
## - `96c30c7eef` 1 5.21 18464 1568.5
## - `1f222e3669` 1 5.81 18464 1569.0
## - c58f611921 1 6.13 18465 1569.3
## - abca7a848f 1 6.26 18465 1569.5
## - ffd1cdcfc1 1 6.64 18465 1569.8
## - `789b5244a9` 1 6.89 18466 1570.0
## - `04e7268385` 1 7.00 18466 1570.2
## - ed7e658a27 1 7.16 18466 1570.3
## - `65aed7dc1f` 1 7.81 18466 1570.9
## - f66b98dd69 1 8.25 18467 1571.3
## - e7ee22effb 1 8.44 18467 1571.5
## - `2719b72c0d` 1 8.48 18467 1571.5
## - `98475257f7` 1 8.96 18468 1572.0
## - fe0318e273 1 9.02 18468 1572.0
## - ae08d2297e 1 9.96 18468 1572.9
## - `253eb5ef11` 1 13.14 18472 1575.8
## - `49756d8e0f` 1 16.49 18475 1578.9
## - `60ec1426ce` 1 22.80 18481 1584.7
## - `016399044a` 1 29.15 18488 1590.5
## - c0c3df65b1 1 33.09 18492 1594.1
## - `087235d61e` 1 44.74 18503 1604.8
## - f0a0febd35 1 44.89 18504 1605.0
## - `1f3058af83` 1 50.80 18509 1610.4
## - `2bc6ab42f7` 1 60.73 18519 1619.5
## - a14fd026ce 1 66.94 18526 1625.2
## - `87b982928b` 1 70.24 18529 1628.2
## - `7fe6cb4c98` 1 75.12 18534 1632.7
## - f013b60e50 1 93.25 18552 1649.3
## - `5f360995ef` 1 104.30 18563 1659.4
## - ea0f4a32e3 1 127.49 18586 1680.6
## - `174825d438` 1 139.39 18598 1691.5
## - `8c2e088a3d` 1 217.45 18676 1762.6
## - `8f5f7c556a` 1 219.50 18678 1764.4
## - `2d7fe4693a` 1 225.90 18684 1770.2
## - e0a0772df0 1 310.04 18769 1846.5
## - d2c775fa99 1 332.11 18791 1866.5
## - beb6e17af1 1 497.82 18956 2015.6
## - `5b862c0a8f` 1 511.13 18970 2027.5
## - `9a575e82a4_1` 1 546.29 19005 2058.9
## - `06888ceac9_1` 1 620.04 19079 2124.7
## - `6db53d265a` 1 652.39 19111 2153.5
## - e86a2190c1 1 759.19 19218 2248.1
## - aee1e4fc85 1 765.14 19224 2253.4
##
## Step: AIC=1564.31
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + fbf66c8021 + b4112a94a6 +
## `173b6590ae` + `3e200bf766` + c58f611921 + `0b846350ef` +
## `9b6e0b36c2` + `0342faceb5` + ba54a2a637 + `7925993f42` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_6` 1 0.64 18460 1562.9
## - `7cb7913148_2` 1 0.70 18460 1563.0
## - `9b6e0b36c2` 1 0.73 18460 1563.0
## - `0342faceb5` 1 0.78 18460 1563.0
## - fbf66c8021 1 0.91 18460 1563.2
## - c1b8ce2354 1 1.02 18460 1563.2
## - `3eb53ae932` 1 1.02 18460 1563.2
## - `0b846350ef` 1 1.30 18460 1563.5
## - `8311343404` 1 1.63 18461 1563.8
## - dcfcbc2ea1 1 1.65 18461 1563.8
## - `2e874bc151` 1 1.88 18461 1564.0
## - ba54a2a637 1 1.92 18461 1564.1
## - aa69c802b6 1 2.10 18461 1564.2
## <none> 18459 1564.3
## - `3e200bf766` 1 2.74 18462 1564.8
## - `7cb7913148_4` 1 2.84 18462 1564.9
## - b4112a94a6 1 3.30 18462 1565.3
## - `2a457d15d9` 1 3.31 18462 1565.3
## - e5efa4d39a 1 3.54 18463 1565.6
## - bdf934caa7 1 3.60 18463 1565.6
## + `55907cc1de` 1 0.65 18459 1565.7
## + `77b3b41efa` 1 0.64 18459 1565.7
## + ee2ac696ff 1 0.59 18459 1565.8
## + `12eda2d982` 1 0.57 18459 1565.8
## + b9a487ac3c 1 0.57 18459 1565.8
## - `29bbd86997` 1 3.81 18463 1565.8
## + `7cb7913148_7` 1 0.49 18459 1565.8
## - `7925993f42` 1 3.89 18463 1565.9
## + `7743f273c2` 1 0.41 18459 1565.9
## + `55cf3f7627` 1 0.38 18459 1566.0
## + a24802caa5 1 0.29 18459 1566.0
## + `25bbf0e7e7` 1 0.27 18459 1566.1
## - `384bec5dd1_1` 1 4.09 18463 1566.1
## + `8de0382f02` 1 0.24 18459 1566.1
## - `173b6590ae` 1 4.12 18463 1566.1
## + `7734c0c22f` 1 0.17 18459 1566.2
## + `3df2300fa2` 1 0.15 18459 1566.2
## + `7cb7913148_3` 1 0.15 18459 1566.2
## + `4468394575` 1 0.14 18459 1566.2
## + `8a21502326` 1 0.12 18459 1566.2
## + `20f1afc5c7` 1 0.10 18459 1566.2
## + `779d13189e` 1 0.10 18459 1566.2
## + fdf8628ca7 1 0.06 18459 1566.2
## + `7cb7913148_1` 1 0.05 18459 1566.3
## + `0e2ab0831c` 1 0.04 18459 1566.3
## + `6516422788` 1 0.03 18459 1566.3
## + b709f75447 1 0.03 18459 1566.3
## + `96e6f0be58` 1 0.03 18459 1566.3
## + d035af6ffa 1 0.03 18459 1566.3
## + `072b7e8f27` 1 0.02 18459 1566.3
## + `4fc17427c8` 1 0.02 18459 1566.3
## + `99d44111c9` 1 0.02 18459 1566.3
## + `63bcf89b1d` 1 0.01 18459 1566.3
## + `7cb7913148_5` 1 0.01 18459 1566.3
## + `7841b6a5b1` 1 0.01 18459 1566.3
## + ac826f0013 1 0.00 18459 1566.3
## + d4d6566f9c 1 0.00 18459 1566.3
## - `298ed82b22` 1 4.41 18464 1566.4
## - `56371466d7` 1 4.45 18464 1566.4
## - `136c1727c3` 1 4.47 18464 1566.4
## - fe8cdd80ba 1 4.52 18464 1566.5
## - `1fa099bb01` 1 4.75 18464 1566.7
## - `435dec85e2` 1 4.76 18464 1566.7
## - `96c30c7eef` 1 5.22 18464 1567.1
## - `1f222e3669` 1 5.82 18465 1567.7
## - c58f611921 1 6.16 18465 1568.0
## - abca7a848f 1 6.27 18466 1568.1
## - ffd1cdcfc1 1 6.64 18466 1568.4
## - `789b5244a9` 1 6.90 18466 1568.7
## - `04e7268385` 1 7.00 18466 1568.8
## - ed7e658a27 1 7.17 18466 1568.9
## - `65aed7dc1f` 1 7.85 18467 1569.5
## - f66b98dd69 1 8.22 18467 1569.9
## - e7ee22effb 1 8.43 18468 1570.1
## - `2719b72c0d` 1 8.45 18468 1570.1
## - `98475257f7` 1 8.94 18468 1570.5
## - fe0318e273 1 9.01 18468 1570.6
## - ae08d2297e 1 9.94 18469 1571.5
## - `253eb5ef11` 1 13.06 18472 1574.3
## - `49756d8e0f` 1 16.49 18476 1577.5
## - `60ec1426ce` 1 22.82 18482 1583.3
## - `016399044a` 1 29.18 18488 1589.1
## - c0c3df65b1 1 33.26 18492 1592.9
## - `087235d61e` 1 44.73 18504 1603.4
## - f0a0febd35 1 44.79 18504 1603.5
## - `1f3058af83` 1 50.80 18510 1609.0
## - `2bc6ab42f7` 1 60.72 18520 1618.1
## - a14fd026ce 1 66.89 18526 1623.7
## - `87b982928b` 1 70.20 18529 1626.8
## - `7fe6cb4c98` 1 74.92 18534 1631.1
## - f013b60e50 1 93.12 18552 1647.8
## - `5f360995ef` 1 104.52 18564 1658.2
## - ea0f4a32e3 1 127.57 18587 1679.2
## - `174825d438` 1 139.28 18598 1690.0
## - `8c2e088a3d` 1 217.37 18677 1761.1
## - `8f5f7c556a` 1 219.48 18679 1763.0
## - `2d7fe4693a` 1 226.16 18685 1769.1
## - e0a0772df0 1 309.77 18769 1844.9
## - d2c775fa99 1 331.79 18791 1864.8
## - beb6e17af1 1 497.65 18957 2014.0
## - `5b862c0a8f` 1 510.70 18970 2025.7
## - `9a575e82a4_1` 1 546.00 19005 2057.3
## - `06888ceac9_1` 1 620.32 19080 2123.5
## - `6db53d265a` 1 652.27 19112 2151.9
## - e86a2190c1 1 759.52 19219 2247.0
## - aee1e4fc85 1 764.97 19224 2251.8
##
## Step: AIC=1562.9
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba +
## `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 +
## `8c2e088a3d` + `2d7fe4693a` + `174825d438` + `8f5f7c556a` +
## ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `1fa099bb01` + `435dec85e2` + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `1f222e3669` + `789b5244a9` + `2e874bc151` +
## dcfcbc2ea1 + `2a457d15d9` + fbf66c8021 + b4112a94a6 + `173b6590ae` +
## `3e200bf766` + c58f611921 + `0b846350ef` + `9b6e0b36c2` +
## `0342faceb5` + ba54a2a637 + `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_2` 1 0.68 18460 1561.5
## - `9b6e0b36c2` 1 0.73 18461 1561.6
## - `0342faceb5` 1 0.78 18461 1561.6
## - fbf66c8021 1 0.90 18461 1561.7
## - c1b8ce2354 1 1.03 18461 1561.8
## - `3eb53ae932` 1 1.03 18461 1561.8
## - `0b846350ef` 1 1.30 18461 1562.1
## - `8311343404` 1 1.60 18462 1562.4
## - dcfcbc2ea1 1 1.66 18462 1562.4
## - `2e874bc151` 1 1.86 18462 1562.6
## - ba54a2a637 1 1.92 18462 1562.7
## - aa69c802b6 1 2.10 18462 1562.8
## <none> 18460 1562.9
## - `3e200bf766` 1 2.77 18463 1563.4
## - `7cb7913148_4` 1 2.82 18463 1563.5
## - `2a457d15d9` 1 3.27 18463 1563.9
## - b4112a94a6 1 3.32 18463 1564.0
## - e5efa4d39a 1 3.54 18463 1564.2
## - bdf934caa7 1 3.59 18464 1564.2
## + `77b3b41efa` 1 0.65 18459 1564.3
## + `7cb7913148_6` 1 0.64 18459 1564.3
## + `55907cc1de` 1 0.63 18459 1564.3
## + ee2ac696ff 1 0.58 18459 1564.4
## + b9a487ac3c 1 0.56 18459 1564.4
## + `12eda2d982` 1 0.56 18459 1564.4
## - `29bbd86997` 1 3.81 18464 1564.4
## + `7cb7913148_7` 1 0.49 18459 1564.4
## - `7925993f42` 1 3.88 18464 1564.5
## + `7743f273c2` 1 0.40 18460 1564.5
## + `55cf3f7627` 1 0.40 18460 1564.5
## + a24802caa5 1 0.30 18460 1564.6
## - `384bec5dd1_1` 1 4.06 18464 1564.6
## + `25bbf0e7e7` 1 0.26 18460 1564.7
## + `8de0382f02` 1 0.24 18460 1564.7
## - `173b6590ae` 1 4.13 18464 1564.7
## + `7734c0c22f` 1 0.18 18460 1564.7
## + `3df2300fa2` 1 0.15 18460 1564.8
## + `4468394575` 1 0.15 18460 1564.8
## + `7cb7913148_3` 1 0.14 18460 1564.8
## + `8a21502326` 1 0.12 18460 1564.8
## + `779d13189e` 1 0.10 18460 1564.8
## + `20f1afc5c7` 1 0.10 18460 1564.8
## + fdf8628ca7 1 0.06 18460 1564.8
## + `7cb7913148_1` 1 0.04 18460 1564.9
## + `0e2ab0831c` 1 0.03 18460 1564.9
## + `6516422788` 1 0.03 18460 1564.9
## + b709f75447 1 0.03 18460 1564.9
## + d035af6ffa 1 0.03 18460 1564.9
## + `96e6f0be58` 1 0.02 18460 1564.9
## + `072b7e8f27` 1 0.02 18460 1564.9
## + `4fc17427c8` 1 0.02 18460 1564.9
## + `99d44111c9` 1 0.02 18460 1564.9
## + `63bcf89b1d` 1 0.02 18460 1564.9
## + `7cb7913148_5` 1 0.01 18460 1564.9
## + `7841b6a5b1` 1 0.01 18460 1564.9
## + ac826f0013 1 0.00 18460 1564.9
## + d4d6566f9c 1 0.00 18460 1564.9
## - `298ed82b22` 1 4.36 18464 1564.9
## - `56371466d7` 1 4.45 18464 1565.0
## - `136c1727c3` 1 4.50 18464 1565.0
## - fe8cdd80ba 1 4.55 18464 1565.1
## - `1fa099bb01` 1 4.69 18465 1565.2
## - `435dec85e2` 1 4.79 18465 1565.3
## - `96c30c7eef` 1 5.24 18465 1565.7
## - `1f222e3669` 1 5.78 18466 1566.2
## - c58f611921 1 6.16 18466 1566.6
## - abca7a848f 1 6.27 18466 1566.7
## - ffd1cdcfc1 1 6.63 18466 1567.0
## - `789b5244a9` 1 6.92 18467 1567.3
## - `04e7268385` 1 7.01 18467 1567.3
## - ed7e658a27 1 7.19 18467 1567.5
## - `65aed7dc1f` 1 7.82 18468 1568.1
## - f66b98dd69 1 8.18 18468 1568.4
## - e7ee22effb 1 8.35 18468 1568.6
## - `2719b72c0d` 1 8.41 18468 1568.6
## - `98475257f7` 1 8.96 18469 1569.1
## - fe0318e273 1 8.99 18469 1569.2
## - ae08d2297e 1 9.90 18470 1570.0
## - `253eb5ef11` 1 13.00 18473 1572.8
## - `49756d8e0f` 1 16.52 18476 1576.1
## - `60ec1426ce` 1 22.85 18483 1581.9
## - `016399044a` 1 29.07 18489 1587.6
## - c0c3df65b1 1 33.19 18493 1591.4
## - `087235d61e` 1 44.68 18504 1601.9
## - f0a0febd35 1 44.76 18505 1602.0
## - `1f3058af83` 1 50.91 18511 1607.7
## - `2bc6ab42f7` 1 60.83 18521 1616.8
## - a14fd026ce 1 66.87 18527 1622.3
## - `87b982928b` 1 70.17 18530 1625.3
## - `7fe6cb4c98` 1 74.88 18535 1629.6
## - f013b60e50 1 93.03 18553 1646.2
## - `5f360995ef` 1 104.57 18564 1656.8
## - ea0f4a32e3 1 127.43 18587 1677.7
## - `174825d438` 1 139.41 18599 1688.7
## - `8c2e088a3d` 1 217.21 18677 1759.5
## - `8f5f7c556a` 1 219.61 18680 1761.7
## - `2d7fe4693a` 1 226.00 18686 1767.5
## - e0a0772df0 1 309.66 18770 1843.4
## - d2c775fa99 1 331.52 18791 1863.1
## - beb6e17af1 1 497.36 18957 2012.3
## - `5b862c0a8f` 1 510.54 18970 2024.1
## - `9a575e82a4_1` 1 545.83 19006 2055.7
## - `06888ceac9_1` 1 620.17 19080 2122.0
## - `6db53d265a` 1 652.21 19112 2150.5
## - e86a2190c1 1 759.73 19220 2245.7
## - aee1e4fc85 1 765.02 19225 2250.4
##
## Step: AIC=1561.52
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` +
## `435dec85e2` + `04e7268385` + `8311343404` + e7ee22effb +
## `298ed82b22` + abca7a848f + `29bbd86997` + e5efa4d39a + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + b4112a94a6 + `173b6590ae` + `3e200bf766` + c58f611921 +
## `0b846350ef` + `9b6e0b36c2` + `0342faceb5` + ba54a2a637 +
## `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `9b6e0b36c2` 1 0.73 18461 1560.2
## - `0342faceb5` 1 0.77 18461 1560.2
## - fbf66c8021 1 0.90 18462 1560.3
## - c1b8ce2354 1 1.01 18462 1560.5
## - `3eb53ae932` 1 1.01 18462 1560.5
## - `0b846350ef` 1 1.27 18462 1560.7
## - `8311343404` 1 1.57 18462 1561.0
## - dcfcbc2ea1 1 1.64 18462 1561.0
## - `2e874bc151` 1 1.89 18462 1561.3
## - ba54a2a637 1 1.96 18462 1561.3
## - aa69c802b6 1 2.11 18463 1561.5
## <none> 18460 1561.5
## - `7cb7913148_4` 1 2.64 18463 1562.0
## - `3e200bf766` 1 2.77 18463 1562.1
## - `2a457d15d9` 1 3.26 18464 1562.5
## - b4112a94a6 1 3.32 18464 1562.6
## - e5efa4d39a 1 3.55 18464 1562.8
## - bdf934caa7 1 3.60 18464 1562.8
## + `7cb7913148_2` 1 0.68 18460 1562.9
## + `77b3b41efa` 1 0.65 18460 1562.9
## + `7cb7913148_6` 1 0.62 18460 1563.0
## + `55907cc1de` 1 0.62 18460 1563.0
## + ee2ac696ff 1 0.59 18460 1563.0
## + `12eda2d982` 1 0.56 18460 1563.0
## + b9a487ac3c 1 0.56 18460 1563.0
## - `29bbd86997` 1 3.82 18464 1563.0
## + `7cb7913148_7` 1 0.50 18460 1563.1
## - `7925993f42` 1 3.91 18464 1563.1
## + `55cf3f7627` 1 0.40 18460 1563.2
## + `7743f273c2` 1 0.39 18460 1563.2
## - `173b6590ae` 1 4.06 18465 1563.3
## + a24802caa5 1 0.28 18460 1563.3
## + `25bbf0e7e7` 1 0.26 18460 1563.3
## + `8de0382f02` 1 0.25 18460 1563.3
## - `384bec5dd1_1` 1 4.10 18465 1563.3
## + `7734c0c22f` 1 0.17 18460 1563.4
## + `3df2300fa2` 1 0.15 18460 1563.4
## + `4468394575` 1 0.15 18460 1563.4
## + `8a21502326` 1 0.12 18460 1563.4
## + `779d13189e` 1 0.11 18460 1563.4
## + `20f1afc5c7` 1 0.10 18460 1563.4
## + `7cb7913148_3` 1 0.06 18460 1563.5
## + fdf8628ca7 1 0.06 18460 1563.5
## + `0e2ab0831c` 1 0.04 18460 1563.5
## + `6516422788` 1 0.03 18460 1563.5
## + b709f75447 1 0.03 18460 1563.5
## + d035af6ffa 1 0.03 18460 1563.5
## + `96e6f0be58` 1 0.03 18460 1563.5
## + `4fc17427c8` 1 0.02 18460 1563.5
## + `7cb7913148_1` 1 0.02 18460 1563.5
## + `072b7e8f27` 1 0.02 18460 1563.5
## + `63bcf89b1d` 1 0.01 18460 1563.5
## + `99d44111c9` 1 0.01 18460 1563.5
## + `7cb7913148_5` 1 0.01 18460 1563.5
## + `7841b6a5b1` 1 0.01 18460 1563.5
## + ac826f0013 1 0.00 18460 1563.5
## + d4d6566f9c 1 0.00 18460 1563.5
## - `298ed82b22` 1 4.36 18465 1563.5
## - `56371466d7` 1 4.44 18465 1563.6
## - `136c1727c3` 1 4.52 18465 1563.7
## - fe8cdd80ba 1 4.55 18465 1563.7
## - `1fa099bb01` 1 4.67 18465 1563.8
## - `435dec85e2` 1 4.79 18465 1563.9
## - `96c30c7eef` 1 5.23 18466 1564.3
## - `1f222e3669` 1 5.67 18466 1564.7
## - c58f611921 1 6.22 18467 1565.2
## - abca7a848f 1 6.28 18467 1565.3
## - ffd1cdcfc1 1 6.62 18467 1565.6
## - `789b5244a9` 1 6.91 18468 1565.9
## - `04e7268385` 1 7.04 18468 1566.0
## - ed7e658a27 1 7.18 18468 1566.1
## - `65aed7dc1f` 1 7.81 18468 1566.7
## - f66b98dd69 1 8.20 18469 1567.1
## - e7ee22effb 1 8.41 18469 1567.3
## - `2719b72c0d` 1 8.43 18469 1567.3
## - `98475257f7` 1 8.92 18470 1567.7
## - fe0318e273 1 9.01 18470 1567.8
## - ae08d2297e 1 9.92 18470 1568.7
## - `253eb5ef11` 1 12.98 18474 1571.5
## - `49756d8e0f` 1 16.52 18477 1574.7
## - `60ec1426ce` 1 22.91 18484 1580.6
## - `016399044a` 1 29.00 18490 1586.2
## - c0c3df65b1 1 33.29 18494 1590.1
## - `087235d61e` 1 44.71 18505 1600.6
## - f0a0febd35 1 44.72 18505 1600.6
## - `1f3058af83` 1 50.95 18512 1606.3
## - `2bc6ab42f7` 1 60.94 18522 1615.5
## - a14fd026ce 1 67.03 18528 1621.1
## - `87b982928b` 1 70.07 18531 1623.8
## - `7fe6cb4c98` 1 74.88 18535 1628.2
## - f013b60e50 1 92.97 18554 1644.8
## - `5f360995ef` 1 104.68 18565 1655.5
## - ea0f4a32e3 1 127.52 18588 1676.4
## - `174825d438` 1 139.33 18600 1687.2
## - `8c2e088a3d` 1 217.33 18678 1758.2
## - `8f5f7c556a` 1 219.64 18680 1760.4
## - `2d7fe4693a` 1 225.88 18686 1766.0
## - e0a0772df0 1 309.57 18770 1841.9
## - d2c775fa99 1 332.00 18792 1862.2
## - beb6e17af1 1 497.01 18958 2010.6
## - `5b862c0a8f` 1 510.70 18971 2022.9
## - `9a575e82a4_1` 1 546.02 19007 2054.5
## - `06888ceac9_1` 1 620.42 19081 2120.8
## - `6db53d265a` 1 652.12 19113 2149.0
## - e86a2190c1 1 759.64 19220 2244.2
## - aee1e4fc85 1 765.27 19226 2249.2
##
## Step: AIC=1560.2
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` +
## `435dec85e2` + `04e7268385` + `8311343404` + e7ee22effb +
## `298ed82b22` + abca7a848f + `29bbd86997` + e5efa4d39a + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + b4112a94a6 + `173b6590ae` + `3e200bf766` + c58f611921 +
## `0b846350ef` + `0342faceb5` + ba54a2a637 + `7925993f42` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `0342faceb5` 1 0.76 18462 1558.9
## - fbf66c8021 1 0.91 18462 1559.0
## - c1b8ce2354 1 0.99 18462 1559.1
## - `3eb53ae932` 1 0.99 18462 1559.1
## - `0b846350ef` 1 1.27 18463 1559.4
## - `8311343404` 1 1.59 18463 1559.7
## - dcfcbc2ea1 1 1.65 18463 1559.7
## - `2e874bc151` 1 1.90 18463 1559.9
## - ba54a2a637 1 1.96 18463 1560.0
## - aa69c802b6 1 2.11 18463 1560.1
## <none> 18461 1560.2
## - `7cb7913148_4` 1 2.65 18464 1560.6
## - `3e200bf766` 1 2.77 18464 1560.7
## - `2a457d15d9` 1 3.24 18464 1561.2
## - b4112a94a6 1 3.30 18465 1561.2
## - e5efa4d39a 1 3.55 18465 1561.5
## - bdf934caa7 1 3.61 18465 1561.5
## + `9b6e0b36c2` 1 0.73 18460 1561.5
## + `7cb7913148_2` 1 0.69 18461 1561.6
## + `77b3b41efa` 1 0.65 18461 1561.6
## + `55907cc1de` 1 0.63 18461 1561.6
## + `7cb7913148_6` 1 0.62 18461 1561.6
## + ee2ac696ff 1 0.59 18461 1561.7
## + `12eda2d982` 1 0.56 18461 1561.7
## + b9a487ac3c 1 0.55 18461 1561.7
## - `29bbd86997` 1 3.82 18465 1561.7
## + `7cb7913148_7` 1 0.50 18461 1561.7
## + `55cf3f7627` 1 0.41 18461 1561.8
## + `7743f273c2` 1 0.39 18461 1561.8
## - `7925993f42` 1 3.98 18465 1561.8
## + a24802caa5 1 0.28 18461 1561.9
## - `173b6590ae` 1 4.07 18465 1561.9
## + `25bbf0e7e7` 1 0.27 18461 1562.0
## + `8de0382f02` 1 0.25 18461 1562.0
## - `384bec5dd1_1` 1 4.11 18465 1562.0
## + `7734c0c22f` 1 0.17 18461 1562.0
## + `3df2300fa2` 1 0.15 18461 1562.0
## + `4468394575` 1 0.15 18461 1562.1
## + `8a21502326` 1 0.12 18461 1562.1
## + `779d13189e` 1 0.11 18461 1562.1
## + `20f1afc5c7` 1 0.10 18461 1562.1
## + `7cb7913148_3` 1 0.07 18461 1562.1
## + fdf8628ca7 1 0.06 18461 1562.1
## + `0e2ab0831c` 1 0.04 18461 1562.2
## + `6516422788` 1 0.03 18461 1562.2
## + b709f75447 1 0.03 18461 1562.2
## + `96e6f0be58` 1 0.03 18461 1562.2
## + d035af6ffa 1 0.03 18461 1562.2
## + `4fc17427c8` 1 0.02 18461 1562.2
## + `7cb7913148_1` 1 0.02 18461 1562.2
## + `072b7e8f27` 1 0.02 18461 1562.2
## + `63bcf89b1d` 1 0.02 18461 1562.2
## + `99d44111c9` 1 0.01 18461 1562.2
## + `7cb7913148_5` 1 0.01 18461 1562.2
## + `7841b6a5b1` 1 0.01 18461 1562.2
## + ac826f0013 1 0.00 18461 1562.2
## + d4d6566f9c 1 0.00 18461 1562.2
## - `298ed82b22` 1 4.36 18466 1562.2
## - `56371466d7` 1 4.43 18466 1562.3
## - `136c1727c3` 1 4.45 18466 1562.3
## - fe8cdd80ba 1 4.56 18466 1562.4
## - `1fa099bb01` 1 4.66 18466 1562.5
## - `435dec85e2` 1 4.80 18466 1562.6
## - `96c30c7eef` 1 5.24 18466 1563.0
## - `1f222e3669` 1 5.70 18467 1563.4
## - c58f611921 1 6.22 18468 1563.9
## - abca7a848f 1 6.29 18468 1564.0
## - ffd1cdcfc1 1 6.62 18468 1564.3
## - `789b5244a9` 1 6.93 18468 1564.6
## - `04e7268385` 1 7.07 18468 1564.7
## - ed7e658a27 1 7.19 18468 1564.8
## - `65aed7dc1f` 1 7.84 18469 1565.4
## - f66b98dd69 1 8.17 18469 1565.7
## - `2719b72c0d` 1 8.40 18470 1565.9
## - e7ee22effb 1 8.41 18470 1565.9
## - `98475257f7` 1 8.94 18470 1566.4
## - fe0318e273 1 9.02 18470 1566.5
## - ae08d2297e 1 9.91 18471 1567.3
## - `253eb5ef11` 1 12.97 18474 1570.1
## - `49756d8e0f` 1 16.62 18478 1573.5
## - `60ec1426ce` 1 22.85 18484 1579.2
## - `016399044a` 1 28.88 18490 1584.7
## - c0c3df65b1 1 33.35 18495 1588.8
## - `087235d61e` 1 44.59 18506 1599.2
## - f0a0febd35 1 44.60 18506 1599.2
## - `1f3058af83` 1 50.99 18512 1605.0
## - `2bc6ab42f7` 1 60.96 18522 1614.2
## - a14fd026ce 1 66.85 18528 1619.6
## - `87b982928b` 1 69.94 18531 1622.4
## - `7fe6cb4c98` 1 74.75 18536 1626.8
## - f013b60e50 1 92.94 18554 1643.5
## - `5f360995ef` 1 104.86 18566 1654.4
## - ea0f4a32e3 1 127.62 18589 1675.2
## - `174825d438` 1 139.60 18601 1686.1
## - `8c2e088a3d` 1 217.33 18679 1756.9
## - `8f5f7c556a` 1 219.74 18681 1759.1
## - `2d7fe4693a` 1 225.84 18687 1764.7
## - e0a0772df0 1 309.37 18771 1840.4
## - d2c775fa99 1 331.92 18793 1860.8
## - beb6e17af1 1 497.20 18958 2009.5
## - `5b862c0a8f` 1 510.50 18972 2021.4
## - `9a575e82a4_1` 1 546.06 19007 2053.2
## - `06888ceac9_1` 1 620.58 19082 2119.6
## - `6db53d265a` 1 652.29 19114 2147.8
## - e86a2190c1 1 760.28 19222 2243.5
## - aee1e4fc85 1 765.89 19227 2248.4
##
## Step: AIC=1558.89
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` +
## `435dec85e2` + `04e7268385` + `8311343404` + e7ee22effb +
## `298ed82b22` + abca7a848f + `29bbd86997` + e5efa4d39a + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + b4112a94a6 + `173b6590ae` + `3e200bf766` + c58f611921 +
## `0b846350ef` + ba54a2a637 + `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - fbf66c8021 1 0.91 18463 1557.7
## - c1b8ce2354 1 0.98 18463 1557.8
## - `3eb53ae932` 1 0.98 18463 1557.8
## - `0b846350ef` 1 1.25 18463 1558.0
## - `8311343404` 1 1.59 18464 1558.4
## - dcfcbc2ea1 1 1.63 18464 1558.4
## - `2e874bc151` 1 1.90 18464 1558.6
## - ba54a2a637 1 1.94 18464 1558.7
## - aa69c802b6 1 2.13 18464 1558.8
## <none> 18462 1558.9
## - `7cb7913148_4` 1 2.63 18465 1559.3
## - `3e200bf766` 1 2.74 18465 1559.4
## - `2a457d15d9` 1 3.24 18465 1559.9
## - b4112a94a6 1 3.30 18465 1559.9
## - e5efa4d39a 1 3.57 18466 1560.2
## + `0342faceb5` 1 0.76 18461 1560.2
## - bdf934caa7 1 3.62 18466 1560.2
## + `9b6e0b36c2` 1 0.72 18461 1560.2
## + `7cb7913148_2` 1 0.67 18461 1560.3
## + `77b3b41efa` 1 0.64 18461 1560.3
## + `7cb7913148_6` 1 0.62 18461 1560.3
## + `55907cc1de` 1 0.62 18461 1560.3
## + ee2ac696ff 1 0.59 18461 1560.3
## + `12eda2d982` 1 0.56 18462 1560.4
## + b9a487ac3c 1 0.56 18462 1560.4
## + `7cb7913148_7` 1 0.51 18462 1560.4
## - `29bbd86997` 1 3.84 18466 1560.4
## + `55cf3f7627` 1 0.43 18462 1560.5
## - `7925993f42` 1 3.97 18466 1560.5
## + `7743f273c2` 1 0.38 18462 1560.5
## - `173b6590ae` 1 4.06 18466 1560.6
## + a24802caa5 1 0.28 18462 1560.6
## + `25bbf0e7e7` 1 0.27 18462 1560.6
## + `8de0382f02` 1 0.25 18462 1560.7
## - `384bec5dd1_1` 1 4.13 18466 1560.7
## + `7734c0c22f` 1 0.18 18462 1560.7
## + `3df2300fa2` 1 0.16 18462 1560.8
## + `4468394575` 1 0.14 18462 1560.8
## + `8a21502326` 1 0.11 18462 1560.8
## + `779d13189e` 1 0.11 18462 1560.8
## + `20f1afc5c7` 1 0.10 18462 1560.8
## + `7cb7913148_3` 1 0.07 18462 1560.8
## + fdf8628ca7 1 0.06 18462 1560.8
## + `0e2ab0831c` 1 0.04 18462 1560.9
## - `298ed82b22` 1 4.31 18466 1560.9
## + b709f75447 1 0.03 18462 1560.9
## + `6516422788` 1 0.03 18462 1560.9
## + `96e6f0be58` 1 0.03 18462 1560.9
## + d035af6ffa 1 0.02 18462 1560.9
## + `4fc17427c8` 1 0.02 18462 1560.9
## + `7cb7913148_1` 1 0.02 18462 1560.9
## + `072b7e8f27` 1 0.02 18462 1560.9
## + `63bcf89b1d` 1 0.02 18462 1560.9
## + `99d44111c9` 1 0.01 18462 1560.9
## + `7cb7913148_5` 1 0.01 18462 1560.9
## + `7841b6a5b1` 1 0.01 18462 1560.9
## + ac826f0013 1 0.00 18462 1560.9
## + d4d6566f9c 1 0.00 18462 1560.9
## - `56371466d7` 1 4.43 18466 1561.0
## - `136c1727c3` 1 4.49 18466 1561.0
## - fe8cdd80ba 1 4.56 18467 1561.1
## - `1fa099bb01` 1 4.66 18467 1561.2
## - `435dec85e2` 1 4.85 18467 1561.3
## - `96c30c7eef` 1 5.30 18467 1561.8
## - `1f222e3669` 1 5.70 18468 1562.1
## - abca7a848f 1 6.21 18468 1562.6
## - c58f611921 1 6.23 18468 1562.6
## - ffd1cdcfc1 1 6.63 18469 1563.0
## - `789b5244a9` 1 6.99 18469 1563.3
## - `04e7268385` 1 7.05 18469 1563.4
## - ed7e658a27 1 7.26 18469 1563.6
## - `65aed7dc1f` 1 7.78 18470 1564.0
## - f66b98dd69 1 8.18 18470 1564.4
## - `2719b72c0d` 1 8.41 18470 1564.6
## - e7ee22effb 1 8.44 18470 1564.7
## - `98475257f7` 1 8.92 18471 1565.1
## - fe0318e273 1 9.10 18471 1565.3
## - ae08d2297e 1 9.95 18472 1566.0
## - `253eb5ef11` 1 12.98 18475 1568.8
## - `49756d8e0f` 1 16.54 18479 1572.1
## - `60ec1426ce` 1 22.85 18485 1577.9
## - `016399044a` 1 28.82 18491 1583.4
## - c0c3df65b1 1 33.38 18495 1587.6
## - f0a0febd35 1 44.53 18507 1597.8
## - `087235d61e` 1 44.73 18507 1598.0
## - `1f3058af83` 1 50.86 18513 1603.6
## - `2bc6ab42f7` 1 60.81 18523 1612.7
## - a14fd026ce 1 66.71 18529 1618.1
## - `87b982928b` 1 69.98 18532 1621.1
## - `7fe6cb4c98` 1 74.99 18537 1625.7
## - f013b60e50 1 92.84 18555 1642.1
## - `5f360995ef` 1 104.85 18567 1653.0
## - ea0f4a32e3 1 127.47 18590 1673.7
## - `174825d438` 1 139.46 18602 1684.7
## - `8c2e088a3d` 1 217.77 18680 1756.0
## - `8f5f7c556a` 1 219.66 18682 1757.7
## - `2d7fe4693a` 1 225.65 18688 1763.2
## - e0a0772df0 1 309.84 18772 1839.5
## - d2c775fa99 1 331.90 18794 1859.4
## - beb6e17af1 1 497.90 18960 2008.8
## - `5b862c0a8f` 1 510.86 18973 2020.4
## - `9a575e82a4_1` 1 545.83 19008 2051.6
## - `06888ceac9_1` 1 620.74 19083 2118.4
## - `6db53d265a` 1 652.63 19115 2146.8
## - e86a2190c1 1 760.52 19223 2242.3
## - aee1e4fc85 1 765.77 19228 2247.0
##
## Step: AIC=1557.73
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` +
## `435dec85e2` + `04e7268385` + `8311343404` + e7ee22effb +
## `298ed82b22` + abca7a848f + `29bbd86997` + e5efa4d39a + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## b4112a94a6 + `173b6590ae` + `3e200bf766` + c58f611921 + `0b846350ef` +
## ba54a2a637 + `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - c1b8ce2354 1 0.97 18464 1556.6
## - `3eb53ae932` 1 0.97 18464 1556.6
## - `0b846350ef` 1 1.26 18464 1556.9
## - `8311343404` 1 1.61 18465 1557.2
## - dcfcbc2ea1 1 1.62 18465 1557.2
## - `2e874bc151` 1 1.87 18465 1557.5
## - ba54a2a637 1 1.96 18465 1557.5
## - aa69c802b6 1 2.14 18465 1557.7
## <none> 18463 1557.7
## - `7cb7913148_4` 1 2.63 18466 1558.2
## - `3e200bf766` 1 2.72 18466 1558.2
## - `2a457d15d9` 1 3.19 18466 1558.7
## - b4112a94a6 1 3.24 18466 1558.7
## + fbf66c8021 1 0.91 18462 1558.9
## - bdf934caa7 1 3.55 18466 1559.0
## - e5efa4d39a 1 3.56 18466 1559.0
## + `0342faceb5` 1 0.76 18462 1559.0
## + `9b6e0b36c2` 1 0.72 18462 1559.1
## + `7cb7913148_2` 1 0.67 18462 1559.1
## + `77b3b41efa` 1 0.66 18462 1559.1
## + `55907cc1de` 1 0.62 18462 1559.2
## + `7cb7913148_6` 1 0.61 18462 1559.2
## + ee2ac696ff 1 0.59 18462 1559.2
## + b9a487ac3c 1 0.57 18462 1559.2
## + `12eda2d982` 1 0.56 18462 1559.2
## + `7cb7913148_7` 1 0.52 18462 1559.2
## - `29bbd86997` 1 3.84 18467 1559.3
## + `55cf3f7627` 1 0.43 18462 1559.3
## - `7925993f42` 1 3.94 18467 1559.4
## + `7743f273c2` 1 0.38 18463 1559.4
## - `173b6590ae` 1 4.05 18467 1559.5
## + a24802caa5 1 0.27 18463 1559.5
## + `25bbf0e7e7` 1 0.26 18463 1559.5
## + `8de0382f02` 1 0.24 18463 1559.5
## - `384bec5dd1_1` 1 4.14 18467 1559.5
## + `7734c0c22f` 1 0.19 18463 1559.6
## + `3df2300fa2` 1 0.16 18463 1559.6
## + `4468394575` 1 0.15 18463 1559.6
## + `8a21502326` 1 0.11 18463 1559.6
## + `779d13189e` 1 0.10 18463 1559.6
## + `20f1afc5c7` 1 0.09 18463 1559.6
## + `7cb7913148_3` 1 0.07 18463 1559.7
## + fdf8628ca7 1 0.05 18463 1559.7
## + `0e2ab0831c` 1 0.03 18463 1559.7
## + `96e6f0be58` 1 0.03 18463 1559.7
## + b709f75447 1 0.03 18463 1559.7
## + `6516422788` 1 0.03 18463 1559.7
## + `4fc17427c8` 1 0.02 18463 1559.7
## + d035af6ffa 1 0.02 18463 1559.7
## + `63bcf89b1d` 1 0.02 18463 1559.7
## + `7cb7913148_1` 1 0.02 18463 1559.7
## + `072b7e8f27` 1 0.02 18463 1559.7
## + `99d44111c9` 1 0.01 18463 1559.7
## + `7cb7913148_5` 1 0.01 18463 1559.7
## + `7841b6a5b1` 1 0.01 18463 1559.7
## + ac826f0013 1 0.00 18463 1559.7
## - `298ed82b22` 1 4.35 18467 1559.7
## + d4d6566f9c 1 0.00 18463 1559.7
## - `56371466d7` 1 4.44 18467 1559.8
## - `136c1727c3` 1 4.45 18467 1559.8
## - fe8cdd80ba 1 4.50 18467 1559.9
## - `1fa099bb01` 1 4.67 18468 1560.0
## - `435dec85e2` 1 4.89 18468 1560.2
## - `96c30c7eef` 1 5.31 18468 1560.6
## - `1f222e3669` 1 5.72 18469 1561.0
## - abca7a848f 1 6.22 18469 1561.5
## - c58f611921 1 6.24 18469 1561.5
## - ffd1cdcfc1 1 6.63 18470 1561.8
## - `789b5244a9` 1 7.00 18470 1562.2
## - `04e7268385` 1 7.10 18470 1562.2
## - ed7e658a27 1 7.27 18470 1562.4
## - `65aed7dc1f` 1 7.74 18471 1562.8
## - f66b98dd69 1 8.21 18471 1563.3
## - `2719b72c0d` 1 8.44 18471 1563.5
## - e7ee22effb 1 8.45 18471 1563.5
## - `98475257f7` 1 8.96 18472 1564.0
## - fe0318e273 1 9.09 18472 1564.1
## - ae08d2297e 1 9.93 18473 1564.9
## - `253eb5ef11` 1 13.11 18476 1567.8
## - `49756d8e0f` 1 16.62 18480 1571.0
## - `60ec1426ce` 1 22.80 18486 1576.7
## - `016399044a` 1 28.89 18492 1582.3
## - c0c3df65b1 1 33.28 18496 1586.3
## - f0a0febd35 1 44.61 18508 1596.7
## - `087235d61e` 1 44.61 18508 1596.7
## - `1f3058af83` 1 50.80 18514 1602.4
## - `2bc6ab42f7` 1 60.68 18524 1611.5
## - a14fd026ce 1 66.69 18530 1617.0
## - `87b982928b` 1 69.99 18533 1620.0
## - `7fe6cb4c98` 1 74.87 18538 1624.5
## - f013b60e50 1 93.10 18556 1641.1
## - `5f360995ef` 1 104.59 18568 1651.7
## - ea0f4a32e3 1 127.40 18590 1672.5
## - `174825d438` 1 139.58 18602 1683.6
## - `8c2e088a3d` 1 217.52 18680 1754.6
## - `8f5f7c556a` 1 219.62 18683 1756.5
## - `2d7fe4693a` 1 225.59 18688 1761.9
## - e0a0772df0 1 309.83 18773 1838.3
## - d2c775fa99 1 331.95 18795 1858.3
## - beb6e17af1 1 497.67 18961 2007.4
## - `5b862c0a8f` 1 510.80 18974 2019.1
## - `9a575e82a4_1` 1 545.51 19008 2050.2
## - `06888ceac9_1` 1 620.40 19083 2116.9
## - `6db53d265a` 1 652.54 19116 2145.5
## - e86a2190c1 1 760.28 19223 2240.9
## - aee1e4fc85 1 766.37 19229 2246.3
##
## Step: AIC=1556.62
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + b4112a94a6 + `173b6590ae` +
## `3e200bf766` + c58f611921 + `0b846350ef` + ba54a2a637 + `7925993f42` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `3eb53ae932` 1 0.11 18464 1554.7
## - `0b846350ef` 1 1.27 18465 1555.8
## - `8311343404` 1 1.62 18466 1556.1
## - dcfcbc2ea1 1 1.63 18466 1556.1
## - `2e874bc151` 1 1.87 18466 1556.3
## - ba54a2a637 1 1.95 18466 1556.4
## - aa69c802b6 1 2.15 18466 1556.6
## <none> 18464 1556.6
## - `7cb7913148_4` 1 2.65 18467 1557.1
## - `3e200bf766` 1 2.72 18467 1557.1
## - `2a457d15d9` 1 3.15 18467 1557.5
## - b4112a94a6 1 3.23 18467 1557.6
## + c1b8ce2354 1 0.97 18463 1557.7
## + fbf66c8021 1 0.90 18463 1557.8
## - bdf934caa7 1 3.49 18467 1557.8
## + `0342faceb5` 1 0.75 18463 1557.9
## - e5efa4d39a 1 3.64 18468 1558.0
## + `9b6e0b36c2` 1 0.70 18463 1558.0
## + `77b3b41efa` 1 0.66 18463 1558.0
## + `7cb7913148_2` 1 0.66 18463 1558.0
## + `7cb7913148_6` 1 0.62 18463 1558.0
## + `55907cc1de` 1 0.61 18463 1558.1
## + ee2ac696ff 1 0.60 18463 1558.1
## + b9a487ac3c 1 0.59 18463 1558.1
## + `12eda2d982` 1 0.56 18463 1558.1
## + `7cb7913148_7` 1 0.53 18463 1558.1
## - `29bbd86997` 1 3.92 18468 1558.2
## - `7925993f42` 1 3.92 18468 1558.2
## + `55cf3f7627` 1 0.42 18464 1558.2
## + `7743f273c2` 1 0.37 18464 1558.3
## - `173b6590ae` 1 4.01 18468 1558.3
## + `25bbf0e7e7` 1 0.27 18464 1558.4
## + a24802caa5 1 0.26 18464 1558.4
## + `8de0382f02` 1 0.24 18464 1558.4
## - `384bec5dd1_1` 1 4.13 18468 1558.4
## + `7734c0c22f` 1 0.19 18464 1558.4
## + `3df2300fa2` 1 0.16 18464 1558.5
## + `4468394575` 1 0.16 18464 1558.5
## + `8a21502326` 1 0.11 18464 1558.5
## + `779d13189e` 1 0.10 18464 1558.5
## + `20f1afc5c7` 1 0.10 18464 1558.5
## + `7cb7913148_3` 1 0.07 18464 1558.6
## + fdf8628ca7 1 0.06 18464 1558.6
## - `298ed82b22` 1 4.30 18468 1558.6
## + `0e2ab0831c` 1 0.04 18464 1558.6
## + `96e6f0be58` 1 0.03 18464 1558.6
## + `6516422788` 1 0.03 18464 1558.6
## + b709f75447 1 0.03 18464 1558.6
## + d035af6ffa 1 0.02 18464 1558.6
## + `4fc17427c8` 1 0.02 18464 1558.6
## + `072b7e8f27` 1 0.02 18464 1558.6
## + `7cb7913148_1` 1 0.02 18464 1558.6
## + `99d44111c9` 1 0.02 18464 1558.6
## + `63bcf89b1d` 1 0.01 18464 1558.6
## + `7cb7913148_5` 1 0.01 18464 1558.6
## + `7841b6a5b1` 1 0.01 18464 1558.6
## + ac826f0013 1 0.00 18464 1558.6
## + d4d6566f9c 1 0.00 18464 1558.6
## - `136c1727c3` 1 4.43 18468 1558.7
## - `56371466d7` 1 4.47 18468 1558.7
## - fe8cdd80ba 1 4.52 18468 1558.8
## - `1fa099bb01` 1 4.69 18469 1558.9
## - `435dec85e2` 1 4.89 18469 1559.1
## - `96c30c7eef` 1 5.34 18469 1559.5
## - `1f222e3669` 1 5.67 18470 1559.8
## - abca7a848f 1 6.25 18470 1560.4
## - c58f611921 1 6.27 18470 1560.4
## - ffd1cdcfc1 1 6.63 18470 1560.7
## - `789b5244a9` 1 7.04 18471 1561.1
## - `04e7268385` 1 7.11 18471 1561.2
## - ed7e658a27 1 7.31 18471 1561.3
## - `65aed7dc1f` 1 7.77 18472 1561.8
## - f66b98dd69 1 8.21 18472 1562.2
## - `2719b72c0d` 1 8.44 18472 1562.4
## - e7ee22effb 1 8.46 18472 1562.4
## - `98475257f7` 1 8.93 18473 1562.8
## - fe0318e273 1 9.09 18473 1563.0
## - ae08d2297e 1 9.94 18474 1563.8
## - `253eb5ef11` 1 13.07 18477 1566.6
## - `49756d8e0f` 1 16.53 18480 1569.8
## - `60ec1426ce` 1 22.65 18487 1575.4
## - `016399044a` 1 29.00 18493 1581.3
## - c0c3df65b1 1 33.40 18497 1585.3
## - f0a0febd35 1 44.49 18508 1595.5
## - `087235d61e` 1 44.73 18509 1595.7
## - `1f3058af83` 1 50.61 18514 1601.1
## - `2bc6ab42f7` 1 60.70 18525 1610.3
## - a14fd026ce 1 66.58 18530 1615.7
## - `87b982928b` 1 70.18 18534 1619.0
## - `7fe6cb4c98` 1 74.62 18538 1623.1
## - f013b60e50 1 93.00 18557 1639.9
## - `5f360995ef` 1 104.78 18569 1650.7
## - ea0f4a32e3 1 127.43 18591 1671.4
## - `174825d438` 1 139.72 18604 1682.6
## - `8c2e088a3d` 1 217.37 18681 1753.3
## - `8f5f7c556a` 1 219.77 18684 1755.5
## - `2d7fe4693a` 1 225.57 18690 1760.8
## - e0a0772df0 1 309.88 18774 1837.2
## - d2c775fa99 1 332.07 18796 1857.3
## - beb6e17af1 1 498.80 18963 2007.2
## - `5b862c0a8f` 1 511.13 18975 2018.3
## - `9a575e82a4_1` 1 545.59 19010 2049.1
## - `06888ceac9_1` 1 621.39 19085 2116.7
## - `6db53d265a` 1 652.58 19116 2144.4
## - e86a2190c1 1 759.98 19224 2239.5
## - aee1e4fc85 1 766.44 19230 2245.2
##
## Step: AIC=1554.72
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + `98475257f7` + `65aed7dc1f` + fe0318e273 +
## `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 +
## ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + b4112a94a6 + `173b6590ae` +
## `3e200bf766` + c58f611921 + `0b846350ef` + ba54a2a637 + `7925993f42` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `0b846350ef` 1 1.28 18465 1553.9
## - `8311343404` 1 1.63 18466 1554.2
## - dcfcbc2ea1 1 1.63 18466 1554.2
## - `2e874bc151` 1 1.87 18466 1554.4
## - ba54a2a637 1 1.96 18466 1554.5
## - aa69c802b6 1 2.15 18466 1554.7
## <none> 18464 1554.7
## - `7cb7913148_4` 1 2.65 18467 1555.2
## - `3e200bf766` 1 2.72 18467 1555.2
## - `2a457d15d9` 1 3.15 18467 1555.6
## - b4112a94a6 1 3.23 18467 1555.7
## + fbf66c8021 1 0.90 18463 1555.9
## - bdf934caa7 1 3.49 18468 1555.9
## + `0342faceb5` 1 0.76 18463 1556.0
## - e5efa4d39a 1 3.64 18468 1556.1
## + `9b6e0b36c2` 1 0.70 18463 1556.1
## + `77b3b41efa` 1 0.66 18463 1556.1
## + `7cb7913148_2` 1 0.66 18463 1556.1
## + `7cb7913148_6` 1 0.62 18463 1556.2
## + `55907cc1de` 1 0.60 18463 1556.2
## + ee2ac696ff 1 0.60 18463 1556.2
## + b9a487ac3c 1 0.59 18463 1556.2
## + `12eda2d982` 1 0.56 18464 1556.2
## + `7cb7913148_7` 1 0.52 18464 1556.2
## - `7925993f42` 1 3.91 18468 1556.3
## - `29bbd86997` 1 3.92 18468 1556.3
## + `55cf3f7627` 1 0.42 18464 1556.3
## + `7743f273c2` 1 0.37 18464 1556.4
## - `173b6590ae` 1 4.00 18468 1556.4
## + `25bbf0e7e7` 1 0.28 18464 1556.5
## + a24802caa5 1 0.26 18464 1556.5
## + `8de0382f02` 1 0.25 18464 1556.5
## - `384bec5dd1_1` 1 4.12 18468 1556.5
## + `7734c0c22f` 1 0.19 18464 1556.5
## + `3df2300fa2` 1 0.17 18464 1556.6
## + `4468394575` 1 0.15 18464 1556.6
## + `8a21502326` 1 0.12 18464 1556.6
## + `3eb53ae932` 1 0.11 18464 1556.6
## + c1b8ce2354 1 0.11 18464 1556.6
## + `779d13189e` 1 0.10 18464 1556.6
## + `20f1afc5c7` 1 0.10 18464 1556.6
## + `7cb7913148_3` 1 0.07 18464 1556.7
## + fdf8628ca7 1 0.05 18464 1556.7
## - `298ed82b22` 1 4.31 18468 1556.7
## + `0e2ab0831c` 1 0.04 18464 1556.7
## + `96e6f0be58` 1 0.03 18464 1556.7
## + b709f75447 1 0.03 18464 1556.7
## + d035af6ffa 1 0.02 18464 1556.7
## + `4fc17427c8` 1 0.02 18464 1556.7
## + `072b7e8f27` 1 0.02 18464 1556.7
## + `7cb7913148_1` 1 0.02 18464 1556.7
## + `63bcf89b1d` 1 0.02 18464 1556.7
## + `99d44111c9` 1 0.02 18464 1556.7
## + `7cb7913148_5` 1 0.01 18464 1556.7
## + `7841b6a5b1` 1 0.00 18464 1556.7
## + ac826f0013 1 0.00 18464 1556.7
## + d4d6566f9c 1 0.00 18464 1556.7
## + `6516422788` 1 0.00 18464 1556.7
## - `136c1727c3` 1 4.44 18468 1556.8
## - `56371466d7` 1 4.49 18468 1556.8
## - fe8cdd80ba 1 4.54 18469 1556.9
## - `1fa099bb01` 1 4.69 18469 1557.0
## - `435dec85e2` 1 4.89 18469 1557.2
## - `96c30c7eef` 1 5.33 18469 1557.6
## - `1f222e3669` 1 5.68 18470 1557.9
## - abca7a848f 1 6.24 18470 1558.5
## - c58f611921 1 6.28 18470 1558.5
## - ffd1cdcfc1 1 6.66 18471 1558.8
## - `789b5244a9` 1 7.10 18471 1559.2
## - `04e7268385` 1 7.13 18471 1559.3
## - ed7e658a27 1 7.38 18471 1559.5
## - `65aed7dc1f` 1 7.78 18472 1559.9
## - e7ee22effb 1 8.45 18472 1560.5
## - `98475257f7` 1 8.94 18473 1560.9
## - fe0318e273 1 9.10 18473 1561.1
## - ae08d2297e 1 9.96 18474 1561.9
## - `253eb5ef11` 1 13.05 18477 1564.7
## - `49756d8e0f` 1 16.53 18480 1567.9
## - f66b98dd69 1 17.13 18481 1568.5
## - `2719b72c0d` 1 17.65 18482 1568.9
## - `60ec1426ce` 1 22.66 18487 1573.5
## - `016399044a` 1 29.04 18493 1579.4
## - c0c3df65b1 1 33.43 18497 1583.4
## - f0a0febd35 1 44.51 18508 1593.6
## - `087235d61e` 1 44.69 18509 1593.8
## - `1f3058af83` 1 50.61 18515 1599.2
## - `2bc6ab42f7` 1 60.71 18525 1608.5
## - a14fd026ce 1 66.61 18531 1613.9
## - `87b982928b` 1 70.19 18534 1617.1
## - `7fe6cb4c98` 1 74.61 18539 1621.2
## - f013b60e50 1 92.98 18557 1638.0
## - `5f360995ef` 1 104.82 18569 1648.8
## - ea0f4a32e3 1 127.40 18591 1669.5
## - `174825d438` 1 139.65 18604 1680.7
## - `8c2e088a3d` 1 217.27 18681 1751.4
## - `8f5f7c556a` 1 219.86 18684 1753.7
## - `2d7fe4693a` 1 225.62 18690 1759.0
## - e0a0772df0 1 309.92 18774 1835.4
## - d2c775fa99 1 332.10 18796 1855.4
## - beb6e17af1 1 498.74 18963 2005.3
## - `5b862c0a8f` 1 511.04 18975 2016.3
## - `9a575e82a4_1` 1 545.50 19010 2047.1
## - `06888ceac9_1` 1 621.42 19085 2114.8
## - `6db53d265a` 1 652.52 19116 2142.4
## - e86a2190c1 1 760.15 19224 2237.8
## - aee1e4fc85 1 766.42 19230 2243.3
##
## Step: AIC=1553.89
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + `98475257f7` + `65aed7dc1f` + fe0318e273 +
## `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 +
## ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + b4112a94a6 + `173b6590ae` +
## `3e200bf766` + c58f611921 + ba54a2a637 + `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - dcfcbc2ea1 1 1.62 18467 1553.4
## - `8311343404` 1 1.63 18467 1553.4
## - `2e874bc151` 1 1.85 18467 1553.6
## - ba54a2a637 1 1.96 18467 1553.7
## - aa69c802b6 1 2.15 18467 1553.9
## <none> 18465 1553.9
## - `7cb7913148_4` 1 2.65 18468 1554.3
## - `3e200bf766` 1 2.74 18468 1554.4
## + `0b846350ef` 1 1.28 18464 1554.7
## - `2a457d15d9` 1 3.19 18468 1554.8
## - b4112a94a6 1 3.20 18468 1554.8
## + fbf66c8021 1 0.91 18464 1555.0
## - bdf934caa7 1 3.51 18469 1555.1
## + `0342faceb5` 1 0.73 18465 1555.2
## - e5efa4d39a 1 3.64 18469 1555.2
## + `9b6e0b36c2` 1 0.70 18465 1555.2
## + `77b3b41efa` 1 0.67 18465 1555.3
## + `7cb7913148_2` 1 0.63 18465 1555.3
## + `7cb7913148_6` 1 0.62 18465 1555.3
## + ee2ac696ff 1 0.60 18465 1555.3
## + `55907cc1de` 1 0.59 18465 1555.3
## + b9a487ac3c 1 0.59 18465 1555.3
## + `12eda2d982` 1 0.55 18465 1555.4
## + `7cb7913148_7` 1 0.52 18465 1555.4
## - `29bbd86997` 1 3.92 18469 1555.5
## + `55cf3f7627` 1 0.42 18465 1555.5
## + `7743f273c2` 1 0.37 18465 1555.5
## - `7925993f42` 1 4.02 18469 1555.6
## - `173b6590ae` 1 4.06 18469 1555.6
## + `25bbf0e7e7` 1 0.28 18465 1555.6
## + a24802caa5 1 0.26 18465 1555.7
## + `8de0382f02` 1 0.25 18465 1555.7
## - `384bec5dd1_1` 1 4.13 18469 1555.7
## + `7734c0c22f` 1 0.20 18465 1555.7
## + `3df2300fa2` 1 0.17 18465 1555.7
## + `4468394575` 1 0.14 18465 1555.8
## + `8a21502326` 1 0.12 18465 1555.8
## + `3eb53ae932` 1 0.11 18465 1555.8
## + c1b8ce2354 1 0.11 18465 1555.8
## + `779d13189e` 1 0.10 18465 1555.8
## - `298ed82b22` 1 4.25 18470 1555.8
## + `20f1afc5c7` 1 0.09 18465 1555.8
## + `7cb7913148_3` 1 0.07 18465 1555.8
## + fdf8628ca7 1 0.05 18465 1555.8
## + `0e2ab0831c` 1 0.04 18465 1555.9
## + `96e6f0be58` 1 0.03 18465 1555.9
## + b709f75447 1 0.03 18465 1555.9
## + d035af6ffa 1 0.02 18465 1555.9
## + `4fc17427c8` 1 0.02 18465 1555.9
## + `072b7e8f27` 1 0.02 18465 1555.9
## + `63bcf89b1d` 1 0.02 18465 1555.9
## + `7cb7913148_1` 1 0.02 18465 1555.9
## + `99d44111c9` 1 0.01 18465 1555.9
## + `7cb7913148_5` 1 0.01 18465 1555.9
## + `7841b6a5b1` 1 0.00 18465 1555.9
## + ac826f0013 1 0.00 18465 1555.9
## + d4d6566f9c 1 0.00 18465 1555.9
## + `6516422788` 1 0.00 18465 1555.9
## - `136c1727c3` 1 4.44 18470 1556.0
## - `56371466d7` 1 4.51 18470 1556.0
## - fe8cdd80ba 1 4.54 18470 1556.1
## - `1fa099bb01` 1 4.63 18470 1556.2
## - `435dec85e2` 1 4.86 18470 1556.3
## - `96c30c7eef` 1 5.31 18471 1556.8
## - `1f222e3669` 1 5.61 18471 1557.0
## - abca7a848f 1 6.23 18472 1557.6
## - c58f611921 1 6.28 18472 1557.7
## - ffd1cdcfc1 1 6.60 18472 1558.0
## - `789b5244a9` 1 7.07 18472 1558.4
## - `04e7268385` 1 7.10 18472 1558.4
## - ed7e658a27 1 7.36 18473 1558.7
## - `65aed7dc1f` 1 7.83 18473 1559.1
## - e7ee22effb 1 8.49 18474 1559.7
## - `98475257f7` 1 8.98 18474 1560.2
## - fe0318e273 1 9.11 18474 1560.3
## - ae08d2297e 1 9.98 18475 1561.1
## - `253eb5ef11` 1 13.05 18478 1563.9
## - `49756d8e0f` 1 16.54 18482 1567.1
## - f66b98dd69 1 17.08 18482 1567.6
## - `2719b72c0d` 1 17.61 18483 1568.1
## - `60ec1426ce` 1 22.65 18488 1572.7
## - `016399044a` 1 28.96 18494 1578.5
## - c0c3df65b1 1 33.43 18499 1582.6
## - f0a0febd35 1 44.59 18510 1592.8
## - `087235d61e` 1 44.80 18510 1593.0
## - `1f3058af83` 1 50.57 18516 1598.3
## - `2bc6ab42f7` 1 60.89 18526 1607.8
## - a14fd026ce 1 66.51 18532 1612.9
## - `87b982928b` 1 70.09 18535 1616.2
## - `7fe6cb4c98` 1 74.76 18540 1620.5
## - f013b60e50 1 93.12 18558 1637.3
## - `5f360995ef` 1 104.81 18570 1648.0
## - ea0f4a32e3 1 127.24 18592 1668.5
## - `174825d438` 1 139.68 18605 1679.8
## - `8c2e088a3d` 1 217.21 18682 1750.5
## - `8f5f7c556a` 1 220.06 18685 1753.0
## - `2d7fe4693a` 1 225.51 18691 1758.0
## - e0a0772df0 1 309.51 18775 1834.1
## - d2c775fa99 1 332.38 18798 1854.8
## - beb6e17af1 1 498.20 18964 2003.9
## - `5b862c0a8f` 1 510.63 18976 2015.1
## - `9a575e82a4_1` 1 545.55 19011 2046.3
## - `06888ceac9_1` 1 621.59 19087 2114.1
## - `6db53d265a` 1 653.45 19119 2142.4
## - e86a2190c1 1 759.75 19225 2236.5
## - aee1e4fc85 1 767.05 19232 2243.0
##
## Step: AIC=1553.38
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + `98475257f7` + `65aed7dc1f` + fe0318e273 +
## `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 +
## ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + `2a457d15d9` + b4112a94a6 + `173b6590ae` +
## `3e200bf766` + c58f611921 + ba54a2a637 + `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `8311343404` 1 1.62 18468 1552.9
## - `2e874bc151` 1 1.84 18469 1553.1
## - ba54a2a637 1 1.96 18469 1553.2
## - aa69c802b6 1 2.12 18469 1553.3
## <none> 18467 1553.4
## - `7cb7913148_4` 1 2.65 18470 1553.8
## - `3e200bf766` 1 2.70 18470 1553.9
## + dcfcbc2ea1 1 1.62 18465 1553.9
## + `0b846350ef` 1 1.26 18466 1554.2
## - b4112a94a6 1 3.18 18470 1554.3
## - `2a457d15d9` 1 3.20 18470 1554.3
## + fbf66c8021 1 0.90 18466 1554.5
## - bdf934caa7 1 3.53 18470 1554.6
## + `0342faceb5` 1 0.71 18466 1554.7
## + `9b6e0b36c2` 1 0.71 18466 1554.7
## + `77b3b41efa` 1 0.67 18466 1554.8
## - e5efa4d39a 1 3.70 18471 1554.8
## + `7cb7913148_6` 1 0.63 18466 1554.8
## + `7cb7913148_2` 1 0.62 18466 1554.8
## + ee2ac696ff 1 0.62 18466 1554.8
## + b9a487ac3c 1 0.61 18466 1554.8
## + `55907cc1de` 1 0.58 18466 1554.8
## + `12eda2d982` 1 0.55 18466 1554.9
## + `7cb7913148_7` 1 0.52 18466 1554.9
## + `55cf3f7627` 1 0.43 18466 1555.0
## + `7743f273c2` 1 0.37 18467 1555.0
## - `29bbd86997` 1 3.99 18471 1555.0
## - `173b6590ae` 1 4.02 18471 1555.1
## - `7925993f42` 1 4.02 18471 1555.1
## + `25bbf0e7e7` 1 0.28 18467 1555.1
## + `8de0382f02` 1 0.25 18467 1555.2
## + a24802caa5 1 0.24 18467 1555.2
## - `384bec5dd1_1` 1 4.13 18471 1555.2
## + `7734c0c22f` 1 0.18 18467 1555.2
## + `3df2300fa2` 1 0.18 18467 1555.2
## + `4468394575` 1 0.13 18467 1555.3
## - `298ed82b22` 1 4.22 18471 1555.3
## + `3eb53ae932` 1 0.11 18467 1555.3
## + c1b8ce2354 1 0.11 18467 1555.3
## + `8a21502326` 1 0.11 18467 1555.3
## + `779d13189e` 1 0.10 18467 1555.3
## + `20f1afc5c7` 1 0.09 18467 1555.3
## + `7cb7913148_3` 1 0.07 18467 1555.3
## + fdf8628ca7 1 0.05 18467 1555.3
## + `96e6f0be58` 1 0.04 18467 1555.3
## + `0e2ab0831c` 1 0.03 18467 1555.3
## + b709f75447 1 0.03 18467 1555.3
## + `4fc17427c8` 1 0.03 18467 1555.3
## + d035af6ffa 1 0.02 18467 1555.4
## + `072b7e8f27` 1 0.02 18467 1555.4
## + `99d44111c9` 1 0.02 18467 1555.4
## + `63bcf89b1d` 1 0.02 18467 1555.4
## + `7cb7913148_1` 1 0.01 18467 1555.4
## + `7cb7913148_5` 1 0.01 18467 1555.4
## + `7841b6a5b1` 1 0.00 18467 1555.4
## + ac826f0013 1 0.00 18467 1555.4
## + d4d6566f9c 1 0.00 18467 1555.4
## + `6516422788` 1 0.00 18467 1555.4
## - `136c1727c3` 1 4.49 18471 1555.5
## - fe8cdd80ba 1 4.52 18471 1555.5
## - `56371466d7` 1 4.55 18472 1555.6
## - `1fa099bb01` 1 4.62 18472 1555.6
## - `435dec85e2` 1 4.89 18472 1555.9
## - `96c30c7eef` 1 5.39 18472 1556.3
## - `1f222e3669` 1 5.56 18472 1556.5
## - abca7a848f 1 6.32 18473 1557.2
## - c58f611921 1 6.35 18473 1557.2
## - ffd1cdcfc1 1 6.61 18474 1557.5
## - `04e7268385` 1 7.09 18474 1557.9
## - `789b5244a9` 1 7.16 18474 1558.0
## - ed7e658a27 1 7.45 18474 1558.2
## - `65aed7dc1f` 1 7.75 18475 1558.5
## - e7ee22effb 1 8.58 18476 1559.3
## - `98475257f7` 1 8.99 18476 1559.6
## - fe0318e273 1 9.07 18476 1559.7
## - ae08d2297e 1 9.97 18477 1560.5
## - `253eb5ef11` 1 13.05 18480 1563.4
## - `49756d8e0f` 1 16.61 18484 1566.6
## - f66b98dd69 1 17.24 18484 1567.2
## - `2719b72c0d` 1 17.77 18485 1567.7
## - `60ec1426ce` 1 22.55 18490 1572.1
## - `016399044a` 1 28.97 18496 1578.0
## - c0c3df65b1 1 33.43 18500 1582.1
## - f0a0febd35 1 44.67 18512 1592.4
## - `087235d61e` 1 44.84 18512 1592.6
## - `1f3058af83` 1 50.50 18517 1597.8
## - `2bc6ab42f7` 1 61.09 18528 1607.5
## - a14fd026ce 1 66.47 18533 1612.4
## - `87b982928b` 1 70.17 18537 1615.8
## - `7fe6cb4c98` 1 75.21 18542 1620.4
## - f013b60e50 1 93.09 18560 1636.8
## - `5f360995ef` 1 104.89 18572 1647.5
## - ea0f4a32e3 1 127.34 18594 1668.1
## - `174825d438` 1 139.58 18606 1679.2
## - `8c2e088a3d` 1 217.73 18685 1750.4
## - `8f5f7c556a` 1 219.90 18687 1752.4
## - `2d7fe4693a` 1 225.42 18692 1757.4
## - e0a0772df0 1 309.27 18776 1833.4
## - d2c775fa99 1 332.49 18799 1854.4
## - beb6e17af1 1 497.94 18965 2003.2
## - `5b862c0a8f` 1 510.48 18977 2014.4
## - `9a575e82a4_1` 1 545.31 19012 2045.5
## - `06888ceac9_1` 1 621.81 19089 2113.7
## - `6db53d265a` 1 653.15 19120 2141.6
## - e86a2190c1 1 758.74 19226 2235.1
## - aee1e4fc85 1 766.45 19233 2241.9
##
## Step: AIC=1552.87
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + `98475257f7` + `65aed7dc1f` + fe0318e273 +
## `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 +
## ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + e7ee22effb + `298ed82b22` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `1f222e3669` + `789b5244a9` + `2e874bc151` +
## `2a457d15d9` + b4112a94a6 + `173b6590ae` + `3e200bf766` +
## c58f611921 + ba54a2a637 + `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `2e874bc151` 1 1.83 18470 1552.6
## - ba54a2a637 1 2.00 18470 1552.7
## - aa69c802b6 1 2.12 18471 1552.8
## <none> 18468 1552.9
## - `7cb7913148_4` 1 2.63 18471 1553.3
## + `8311343404` 1 1.62 18467 1553.4
## - `3e200bf766` 1 2.74 18471 1553.4
## + dcfcbc2ea1 1 1.61 18467 1553.4
## + `0b846350ef` 1 1.27 18467 1553.7
## - b4112a94a6 1 3.15 18472 1553.8
## - `2a457d15d9` 1 3.19 18472 1553.8
## + fbf66c8021 1 0.92 18468 1554.0
## - bdf934caa7 1 3.51 18472 1554.1
## - e5efa4d39a 1 3.62 18472 1554.2
## + `9b6e0b36c2` 1 0.72 18468 1554.2
## + `0342faceb5` 1 0.72 18468 1554.2
## + `77b3b41efa` 1 0.67 18468 1554.3
## + ee2ac696ff 1 0.60 18468 1554.3
## + b9a487ac3c 1 0.60 18468 1554.3
## + `7cb7913148_6` 1 0.60 18468 1554.3
## + `7cb7913148_2` 1 0.59 18468 1554.3
## + `55907cc1de` 1 0.56 18468 1554.4
## + `12eda2d982` 1 0.53 18468 1554.4
## + `7cb7913148_7` 1 0.52 18468 1554.4
## - `29bbd86997` 1 3.91 18472 1554.5
## + `55cf3f7627` 1 0.44 18468 1554.5
## + `7743f273c2` 1 0.36 18468 1554.5
## - `7925993f42` 1 4.01 18472 1554.6
## - `173b6590ae` 1 4.09 18473 1554.6
## + `25bbf0e7e7` 1 0.26 18468 1554.6
## - `384bec5dd1_1` 1 4.10 18473 1554.6
## + `8de0382f02` 1 0.25 18468 1554.6
## + a24802caa5 1 0.23 18468 1554.7
## + `3df2300fa2` 1 0.19 18468 1554.7
## + `7734c0c22f` 1 0.18 18468 1554.7
## + `4468394575` 1 0.14 18468 1554.8
## + `3eb53ae932` 1 0.12 18468 1554.8
## + c1b8ce2354 1 0.12 18468 1554.8
## - `298ed82b22` 1 4.23 18473 1554.8
## + `8a21502326` 1 0.10 18468 1554.8
## + `779d13189e` 1 0.10 18468 1554.8
## + `20f1afc5c7` 1 0.09 18468 1554.8
## + `7cb7913148_3` 1 0.07 18468 1554.8
## + fdf8628ca7 1 0.05 18468 1554.8
## + `0e2ab0831c` 1 0.04 18468 1554.8
## + `96e6f0be58` 1 0.04 18468 1554.8
## + b709f75447 1 0.03 18468 1554.8
## + `4fc17427c8` 1 0.03 18468 1554.8
## + d035af6ffa 1 0.02 18468 1554.8
## + `072b7e8f27` 1 0.02 18468 1554.8
## + `99d44111c9` 1 0.02 18468 1554.8
## + `63bcf89b1d` 1 0.01 18468 1554.9
## + `7cb7913148_1` 1 0.01 18468 1554.9
## + `7cb7913148_5` 1 0.00 18468 1554.9
## + `7841b6a5b1` 1 0.00 18468 1554.9
## + ac826f0013 1 0.00 18468 1554.9
## + d4d6566f9c 1 0.00 18468 1554.9
## + `6516422788` 1 0.00 18468 1554.9
## - `136c1727c3` 1 4.51 18473 1555.0
## - fe8cdd80ba 1 4.52 18473 1555.0
## - `56371466d7` 1 4.59 18473 1555.1
## - `1fa099bb01` 1 4.70 18473 1555.2
## - `435dec85e2` 1 4.92 18474 1555.4
## - `96c30c7eef` 1 5.37 18474 1555.8
## - `1f222e3669` 1 5.48 18474 1555.9
## - abca7a848f 1 6.32 18475 1556.7
## - c58f611921 1 6.40 18475 1556.8
## - ffd1cdcfc1 1 6.62 18475 1557.0
## - `04e7268385` 1 7.09 18476 1557.4
## - `789b5244a9` 1 7.14 18476 1557.4
## - ed7e658a27 1 7.43 18476 1557.7
## - `65aed7dc1f` 1 7.82 18476 1558.1
## - e7ee22effb 1 8.56 18477 1558.7
## - fe0318e273 1 9.05 18478 1559.2
## - `98475257f7` 1 9.13 18478 1559.3
## - ae08d2297e 1 9.96 18478 1560.0
## - `253eb5ef11` 1 13.06 18482 1562.9
## - `49756d8e0f` 1 16.60 18485 1566.1
## - f66b98dd69 1 17.25 18486 1566.7
## - `2719b72c0d` 1 17.79 18486 1567.2
## - `60ec1426ce` 1 22.43 18491 1571.5
## - `016399044a` 1 28.93 18498 1577.5
## - c0c3df65b1 1 33.35 18502 1581.5
## - `087235d61e` 1 44.69 18513 1591.9
## - f0a0febd35 1 44.90 18513 1592.1
## - `1f3058af83` 1 50.34 18519 1597.1
## - `2bc6ab42f7` 1 61.14 18530 1607.0
## - a14fd026ce 1 66.91 18536 1612.3
## - `87b982928b` 1 70.15 18539 1615.2
## - `7fe6cb4c98` 1 75.51 18544 1620.2
## - f013b60e50 1 92.98 18562 1636.2
## - `5f360995ef` 1 105.38 18574 1647.5
## - ea0f4a32e3 1 127.53 18596 1667.7
## - `174825d438` 1 139.51 18608 1678.7
## - `8c2e088a3d` 1 217.80 18686 1750.0
## - `8f5f7c556a` 1 219.73 18688 1751.7
## - `2d7fe4693a` 1 225.53 18694 1757.0
## - e0a0772df0 1 308.59 18777 1832.2
## - d2c775fa99 1 332.71 18801 1854.0
## - beb6e17af1 1 497.96 18966 2002.6
## - `5b862c0a8f` 1 510.48 18979 2013.8
## - `9a575e82a4_1` 1 545.59 19014 2045.2
## - `06888ceac9_1` 1 622.08 19091 2113.4
## - `6db53d265a` 1 653.00 19122 2140.9
## - e86a2190c1 1 759.23 19228 2234.9
## - aee1e4fc85 1 766.77 19235 2241.6
##
## Step: AIC=1552.56
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + `98475257f7` + `65aed7dc1f` + fe0318e273 +
## `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 +
## ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + e7ee22effb + `298ed82b22` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `1f222e3669` + `789b5244a9` + `2a457d15d9` +
## b4112a94a6 + `173b6590ae` + `3e200bf766` + c58f611921 + ba54a2a637 +
## `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - ba54a2a637 1 2.02 18472 1552.4
## - aa69c802b6 1 2.12 18472 1552.5
## <none> 18470 1552.6
## + `2e874bc151` 1 1.83 18468 1552.9
## + d4d6566f9c 1 1.80 18469 1552.9
## - `7cb7913148_4` 1 2.63 18473 1553.0
## - `3e200bf766` 1 2.71 18473 1553.0
## + `8311343404` 1 1.61 18469 1553.1
## + dcfcbc2ea1 1 1.60 18469 1553.1
## + `0b846350ef` 1 1.25 18469 1553.4
## - b4112a94a6 1 3.14 18474 1553.5
## - `2a457d15d9` 1 3.22 18474 1553.5
## + fbf66c8021 1 0.89 18470 1553.7
## - bdf934caa7 1 3.57 18474 1553.8
## + `9b6e0b36c2` 1 0.73 18470 1553.9
## + `0342faceb5` 1 0.71 18470 1553.9
## - e5efa4d39a 1 3.66 18474 1553.9
## + `77b3b41efa` 1 0.69 18470 1553.9
## + ee2ac696ff 1 0.62 18470 1554.0
## + `7cb7913148_2` 1 0.61 18470 1554.0
## + b9a487ac3c 1 0.58 18470 1554.0
## + `7cb7913148_6` 1 0.58 18470 1554.0
## + `55907cc1de` 1 0.57 18470 1554.0
## + `7cb7913148_7` 1 0.54 18470 1554.1
## + `12eda2d982` 1 0.52 18470 1554.1
## + `55cf3f7627` 1 0.45 18470 1554.1
## - `29bbd86997` 1 3.94 18474 1554.2
## - `7925993f42` 1 4.00 18474 1554.2
## + `7743f273c2` 1 0.35 18470 1554.2
## + `25bbf0e7e7` 1 0.24 18470 1554.3
## + `8de0382f02` 1 0.24 18470 1554.3
## + a24802caa5 1 0.23 18470 1554.3
## - `384bec5dd1_1` 1 4.13 18474 1554.3
## - `173b6590ae` 1 4.14 18474 1554.4
## + `7734c0c22f` 1 0.19 18470 1554.4
## + `3df2300fa2` 1 0.18 18470 1554.4
## - `298ed82b22` 1 4.20 18475 1554.4
## + `4468394575` 1 0.14 18470 1554.4
## + `3eb53ae932` 1 0.12 18470 1554.5
## + c1b8ce2354 1 0.12 18470 1554.5
## + `779d13189e` 1 0.10 18470 1554.5
## + `8a21502326` 1 0.09 18470 1554.5
## + `20f1afc5c7` 1 0.08 18470 1554.5
## + `7cb7913148_3` 1 0.06 18470 1554.5
## + fdf8628ca7 1 0.05 18470 1554.5
## + `0e2ab0831c` 1 0.04 18470 1554.5
## + `96e6f0be58` 1 0.04 18470 1554.5
## + b709f75447 1 0.03 18470 1554.5
## + `4fc17427c8` 1 0.03 18470 1554.5
## + d035af6ffa 1 0.02 18470 1554.5
## + `072b7e8f27` 1 0.02 18470 1554.5
## + `99d44111c9` 1 0.02 18470 1554.5
## + `63bcf89b1d` 1 0.01 18470 1554.5
## + `7cb7913148_1` 1 0.01 18470 1554.5
## + `7cb7913148_5` 1 0.01 18470 1554.5
## + `7841b6a5b1` 1 0.00 18470 1554.5
## + ac826f0013 1 0.00 18470 1554.5
## + `6516422788` 1 0.00 18470 1554.6
## - `136c1727c3` 1 4.48 18475 1554.7
## - fe8cdd80ba 1 4.57 18475 1554.8
## - `56371466d7` 1 4.62 18475 1554.8
## - `1fa099bb01` 1 4.68 18475 1554.9
## - `435dec85e2` 1 4.93 18475 1555.1
## - `96c30c7eef` 1 5.37 18476 1555.5
## - `1f222e3669` 1 5.44 18476 1555.6
## - abca7a848f 1 6.32 18477 1556.4
## - c58f611921 1 6.36 18477 1556.4
## - ffd1cdcfc1 1 6.67 18477 1556.7
## - `04e7268385` 1 6.98 18477 1557.0
## - `789b5244a9` 1 7.14 18478 1557.1
## - ed7e658a27 1 7.42 18478 1557.4
## - `65aed7dc1f` 1 7.87 18478 1557.8
## - e7ee22effb 1 8.44 18479 1558.3
## - fe0318e273 1 9.02 18479 1558.8
## - `98475257f7` 1 9.16 18480 1559.0
## - ae08d2297e 1 9.89 18480 1559.6
## - `253eb5ef11` 1 12.99 18483 1562.5
## - `49756d8e0f` 1 16.59 18487 1565.8
## - f66b98dd69 1 17.25 18488 1566.4
## - `2719b72c0d` 1 17.78 18488 1566.9
## - `60ec1426ce` 1 22.40 18493 1571.1
## - `016399044a` 1 28.97 18499 1577.2
## - c0c3df65b1 1 33.44 18504 1581.3
## - f0a0febd35 1 44.80 18515 1591.7
## - `087235d61e` 1 45.04 18515 1591.9
## - `1f3058af83` 1 50.23 18521 1596.7
## - `2bc6ab42f7` 1 61.18 18532 1606.7
## - a14fd026ce 1 66.98 18537 1612.0
## - `87b982928b` 1 70.68 18541 1615.4
## - `7fe6cb4c98` 1 75.38 18546 1619.7
## - f013b60e50 1 93.36 18564 1636.2
## - `5f360995ef` 1 105.16 18576 1647.0
## - ea0f4a32e3 1 127.50 18598 1667.4
## - `174825d438` 1 139.39 18610 1678.2
## - `8c2e088a3d` 1 217.93 18688 1749.7
## - `8f5f7c556a` 1 219.75 18690 1751.4
## - `2d7fe4693a` 1 225.77 18696 1756.8
## - e0a0772df0 1 308.26 18779 1831.6
## - d2c775fa99 1 332.37 18803 1853.4
## - beb6e17af1 1 497.78 18968 2002.1
## - `5b862c0a8f` 1 510.36 18981 2013.4
## - `9a575e82a4_1` 1 545.46 19016 2044.7
## - `06888ceac9_1` 1 621.67 19092 2112.7
## - `6db53d265a` 1 652.83 19123 2140.3
## - e86a2190c1 1 759.02 19229 2234.4
## - aee1e4fc85 1 766.79 19237 2241.2
##
## Step: AIC=1552.41
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + `98475257f7` + `65aed7dc1f` + fe0318e273 +
## `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 +
## ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + e7ee22effb + `298ed82b22` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `1f222e3669` + `789b5244a9` + `2a457d15d9` +
## b4112a94a6 + `173b6590ae` + `3e200bf766` + c58f611921 + `7925993f42` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - aa69c802b6 1 2.12 18474 1552.4
## <none> 18472 1552.4
## + ba54a2a637 1 2.02 18470 1552.6
## + `2e874bc151` 1 1.85 18470 1552.7
## + d4d6566f9c 1 1.81 18471 1552.8
## - `7cb7913148_4` 1 2.64 18475 1552.8
## - `3e200bf766` 1 2.68 18475 1552.9
## + `8311343404` 1 1.65 18471 1552.9
## + dcfcbc2ea1 1 1.60 18471 1552.9
## + `0b846350ef` 1 1.25 18471 1553.3
## - b4112a94a6 1 3.17 18476 1553.3
## - `2a457d15d9` 1 3.19 18476 1553.3
## + fbf66c8021 1 0.90 18472 1553.6
## - bdf934caa7 1 3.58 18476 1553.7
## + `9b6e0b36c2` 1 0.73 18472 1553.7
## + `0342faceb5` 1 0.70 18472 1553.8
## + ee2ac696ff 1 0.70 18472 1553.8
## - e5efa4d39a 1 3.65 18476 1553.8
## + `77b3b41efa` 1 0.67 18472 1553.8
## + `7cb7913148_2` 1 0.64 18472 1553.8
## + `7cb7913148_6` 1 0.58 18472 1553.9
## + b9a487ac3c 1 0.57 18472 1553.9
## + `55907cc1de` 1 0.56 18472 1553.9
## + `7cb7913148_7` 1 0.54 18472 1553.9
## + `12eda2d982` 1 0.51 18472 1554.0
## + `55cf3f7627` 1 0.45 18472 1554.0
## - `29bbd86997` 1 3.93 18476 1554.0
## + `7743f273c2` 1 0.35 18472 1554.1
## - `7925993f42` 1 4.02 18476 1554.1
## + `25bbf0e7e7` 1 0.25 18472 1554.2
## + `8de0382f02` 1 0.24 18472 1554.2
## + a24802caa5 1 0.23 18472 1554.2
## - `384bec5dd1_1` 1 4.13 18476 1554.2
## - `173b6590ae` 1 4.13 18476 1554.2
## + `7734c0c22f` 1 0.18 18472 1554.2
## + `3df2300fa2` 1 0.17 18472 1554.3
## + `4468394575` 1 0.14 18472 1554.3
## + `3eb53ae932` 1 0.13 18472 1554.3
## + c1b8ce2354 1 0.13 18472 1554.3
## + `779d13189e` 1 0.10 18472 1554.3
## + `8a21502326` 1 0.09 18472 1554.3
## + `20f1afc5c7` 1 0.08 18472 1554.3
## - `298ed82b22` 1 4.28 18477 1554.3
## + `7cb7913148_3` 1 0.06 18472 1554.4
## + fdf8628ca7 1 0.06 18472 1554.4
## + `0e2ab0831c` 1 0.04 18472 1554.4
## + `96e6f0be58` 1 0.04 18472 1554.4
## + b709f75447 1 0.04 18472 1554.4
## + `4fc17427c8` 1 0.03 18472 1554.4
## + `072b7e8f27` 1 0.02 18472 1554.4
## + d035af6ffa 1 0.02 18472 1554.4
## + `63bcf89b1d` 1 0.02 18472 1554.4
## + `99d44111c9` 1 0.02 18472 1554.4
## + `7cb7913148_1` 1 0.01 18472 1554.4
## + `7cb7913148_5` 1 0.01 18472 1554.4
## + `7841b6a5b1` 1 0.00 18472 1554.4
## + ac826f0013 1 0.00 18472 1554.4
## + `6516422788` 1 0.00 18472 1554.4
## - `136c1727c3` 1 4.43 18477 1554.5
## - fe8cdd80ba 1 4.55 18477 1554.6
## - `56371466d7` 1 4.62 18477 1554.7
## - `1fa099bb01` 1 4.71 18477 1554.7
## - `435dec85e2` 1 4.91 18477 1554.9
## - `96c30c7eef` 1 5.38 18478 1555.4
## - `1f222e3669` 1 5.47 18478 1555.4
## - abca7a848f 1 6.30 18479 1556.2
## - c58f611921 1 6.36 18479 1556.3
## - ffd1cdcfc1 1 6.70 18479 1556.6
## - `04e7268385` 1 7.01 18479 1556.9
## - `789b5244a9` 1 7.15 18480 1557.0
## - ed7e658a27 1 7.44 18480 1557.2
## - `65aed7dc1f` 1 7.84 18480 1557.6
## - e7ee22effb 1 8.25 18481 1558.0
## - fe0318e273 1 8.89 18481 1558.6
## - `98475257f7` 1 9.07 18482 1558.8
## - ae08d2297e 1 9.95 18482 1559.6
## - `253eb5ef11` 1 13.01 18485 1562.4
## - `49756d8e0f` 1 16.54 18489 1565.6
## - f66b98dd69 1 17.34 18490 1566.3
## - `2719b72c0d` 1 17.88 18490 1566.8
## - `60ec1426ce` 1 22.52 18495 1571.1
## - `016399044a` 1 28.97 18501 1577.0
## - c0c3df65b1 1 33.49 18506 1581.2
## - f0a0febd35 1 44.77 18517 1591.5
## - `087235d61e` 1 44.96 18517 1591.7
## - `1f3058af83` 1 50.38 18523 1596.7
## - `2bc6ab42f7` 1 61.20 18534 1606.6
## - a14fd026ce 1 67.22 18540 1612.1
## - `87b982928b` 1 70.58 18543 1615.2
## - `7fe6cb4c98` 1 75.68 18548 1619.8
## - f013b60e50 1 93.33 18566 1636.0
## - `5f360995ef` 1 105.74 18578 1647.3
## - ea0f4a32e3 1 127.41 18600 1667.1
## - `174825d438` 1 139.21 18612 1677.9
## - `8c2e088a3d` 1 217.39 18690 1749.1
## - `8f5f7c556a` 1 219.89 18692 1751.3
## - `2d7fe4693a` 1 226.34 18699 1757.2
## - e0a0772df0 1 308.36 18781 1831.5
## - d2c775fa99 1 332.22 18805 1853.1
## - beb6e17af1 1 497.67 18970 2001.8
## - `5b862c0a8f` 1 509.91 18982 2012.8
## - `9a575e82a4_1` 1 545.66 19018 2044.7
## - `06888ceac9_1` 1 622.96 19095 2113.6
## - `6db53d265a` 1 653.32 19126 2140.6
## - e86a2190c1 1 758.19 19231 2233.4
## - aee1e4fc85 1 765.84 19238 2240.2
##
## Step: AIC=1552.36
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + `98475257f7` + `65aed7dc1f` + fe0318e273 +
## `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 +
## ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + e7ee22effb + `298ed82b22` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `1f222e3669` + `789b5244a9` + `2a457d15d9` +
## b4112a94a6 + `173b6590ae` + `3e200bf766` + c58f611921 + `7925993f42`
##
## Df Sum of Sq RSS AIC
## <none> 18474 1552.4
## + aa69c802b6 1 2.12 18472 1552.4
## + ba54a2a637 1 2.02 18472 1552.5
## + `2e874bc151` 1 1.86 18473 1552.7
## + d4d6566f9c 1 1.82 18473 1552.7
## - `3e200bf766` 1 2.66 18477 1552.8
## - `7cb7913148_4` 1 2.70 18477 1552.8
## + `8311343404` 1 1.64 18473 1552.8
## + dcfcbc2ea1 1 1.57 18473 1552.9
## + `0b846350ef` 1 1.26 18473 1553.2
## - `2a457d15d9` 1 3.16 18478 1553.3
## - b4112a94a6 1 3.21 18478 1553.3
## + fbf66c8021 1 0.91 18474 1553.5
## - bdf934caa7 1 3.51 18478 1553.6
## + `9b6e0b36c2` 1 0.73 18474 1553.7
## + `0342faceb5` 1 0.73 18474 1553.7
## + ee2ac696ff 1 0.71 18474 1553.7
## + `77b3b41efa` 1 0.70 18474 1553.7
## - e5efa4d39a 1 3.65 18478 1553.7
## + `7cb7913148_2` 1 0.65 18474 1553.8
## + `7cb7913148_6` 1 0.58 18474 1553.8
## + b9a487ac3c 1 0.56 18474 1553.8
## + `55907cc1de` 1 0.56 18474 1553.8
## + `7cb7913148_7` 1 0.54 18474 1553.9
## + `12eda2d982` 1 0.52 18474 1553.9
## + `55cf3f7627` 1 0.46 18474 1553.9
## - `29bbd86997` 1 3.93 18478 1554.0
## + `7743f273c2` 1 0.35 18474 1554.0
## - `7925993f42` 1 4.06 18479 1554.1
## + `25bbf0e7e7` 1 0.26 18474 1554.1
## + `8de0382f02` 1 0.24 18474 1554.1
## + a24802caa5 1 0.23 18474 1554.1
## - `173b6590ae` 1 4.12 18479 1554.2
## + `7734c0c22f` 1 0.19 18474 1554.2
## - `384bec5dd1_1` 1 4.16 18479 1554.2
## + `3df2300fa2` 1 0.18 18474 1554.2
## + `4468394575` 1 0.15 18474 1554.2
## + `3eb53ae932` 1 0.12 18474 1554.2
## + c1b8ce2354 1 0.12 18474 1554.2
## + `779d13189e` 1 0.10 18474 1554.3
## + `8a21502326` 1 0.09 18474 1554.3
## + `20f1afc5c7` 1 0.09 18474 1554.3
## + `7cb7913148_3` 1 0.07 18474 1554.3
## + fdf8628ca7 1 0.06 18474 1554.3
## + `0e2ab0831c` 1 0.04 18474 1554.3
## + `96e6f0be58` 1 0.04 18474 1554.3
## + b709f75447 1 0.04 18474 1554.3
## - `298ed82b22` 1 4.32 18479 1554.3
## + `4fc17427c8` 1 0.03 18474 1554.3
## + d035af6ffa 1 0.02 18474 1554.3
## + `63bcf89b1d` 1 0.02 18474 1554.3
## + `072b7e8f27` 1 0.02 18474 1554.3
## + `99d44111c9` 1 0.02 18474 1554.3
## + `7cb7913148_1` 1 0.01 18474 1554.3
## + `7841b6a5b1` 1 0.00 18474 1554.4
## + ac826f0013 1 0.00 18474 1554.4
## + `6516422788` 1 0.00 18474 1554.4
## + `7cb7913148_5` 1 0.00 18474 1554.4
## - `136c1727c3` 1 4.42 18479 1554.4
## - `56371466d7` 1 4.52 18479 1554.5
## - fe8cdd80ba 1 4.56 18479 1554.5
## - `1fa099bb01` 1 4.75 18479 1554.7
## - `435dec85e2` 1 4.90 18479 1554.9
## - `96c30c7eef` 1 5.36 18480 1555.3
## - `1f222e3669` 1 5.48 18480 1555.4
## - abca7a848f 1 6.23 18481 1556.1
## - c58f611921 1 6.36 18481 1556.2
## - ffd1cdcfc1 1 6.75 18481 1556.6
## - `04e7268385` 1 6.91 18481 1556.7
## - `789b5244a9` 1 7.14 18482 1556.9
## - ed7e658a27 1 7.42 18482 1557.2
## - `65aed7dc1f` 1 7.90 18482 1557.6
## - e7ee22effb 1 8.28 18483 1558.0
## - fe0318e273 1 8.91 18483 1558.5
## - `98475257f7` 1 9.07 18484 1558.7
## - ae08d2297e 1 9.81 18484 1559.4
## - `253eb5ef11` 1 12.97 18488 1562.3
## - `49756d8e0f` 1 16.58 18491 1565.6
## - f66b98dd69 1 17.26 18492 1566.2
## - `2719b72c0d` 1 17.80 18492 1566.7
## - `60ec1426ce` 1 22.63 18497 1571.2
## - `016399044a` 1 28.95 18504 1577.0
## - c0c3df65b1 1 33.40 18508 1581.0
## - f0a0febd35 1 44.79 18519 1591.5
## - `087235d61e` 1 45.08 18520 1591.7
## - `1f3058af83` 1 50.18 18525 1596.4
## - `2bc6ab42f7` 1 61.15 18536 1606.5
## - a14fd026ce 1 67.27 18542 1612.1
## - `87b982928b` 1 71.00 18546 1615.5
## - `7fe6cb4c98` 1 75.47 18550 1619.6
## - f013b60e50 1 93.51 18568 1636.1
## - `5f360995ef` 1 105.87 18580 1647.4
## - ea0f4a32e3 1 127.41 18602 1667.1
## - `174825d438` 1 140.00 18614 1678.5
## - `8c2e088a3d` 1 217.50 18692 1749.1
## - `8f5f7c556a` 1 219.61 18694 1751.0
## - `2d7fe4693a` 1 226.60 18701 1757.4
## - e0a0772df0 1 308.11 18783 1831.2
## - d2c775fa99 1 332.22 18807 1853.0
## - beb6e17af1 1 497.34 18972 2001.4
## - `5b862c0a8f` 1 509.43 18984 2012.2
## - `9a575e82a4_1` 1 545.73 19020 2044.7
## - `06888ceac9_1` 1 622.03 19096 2112.7
## - `6db53d265a` 1 652.74 19127 2139.9
## - e86a2190c1 1 758.19 19233 2233.3
## - aee1e4fc85 1 766.35 19241 2240.5
##
## Call:
## lm(formula = target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba +
## `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 +
## `8c2e088a3d` + `2d7fe4693a` + `174825d438` + `8f5f7c556a` +
## ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + e7ee22effb + `298ed82b22` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `1f222e3669` + `789b5244a9` + `2a457d15d9` +
## b4112a94a6 + `173b6590ae` + `3e200bf766` + c58f611921 + `7925993f42`,
## data = data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.5576 -0.6758 -0.1903 0.4113 5.2051
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 473.9021847650 32.3572739166 14.646 < 0.0000000000000002 ***
## `06888ceac9_1` -0.5562360592 0.0233044723 -23.868 < 0.0000000000000002 ***
## `384bec5dd1_1` -0.0492862357 0.0252550097 -1.952 0.05101 .
## `7cb7913148_4` 0.0911333387 0.0579473512 1.573 0.11581
## `9a575e82a4_1` -0.9246839634 0.0413609740 -22.356 < 0.0000000000000002 ***
## `2719b72c0d` -0.0004825548 0.0001195274 -4.037 0.000054333478106806 ***
## f66b98dd69 51.1278225067 12.8577411602 3.976 0.000070250403067282 ***
## aee1e4fc85 -0.6028765965 0.0227562564 -26.493 < 0.0000000000000002 ***
## `96c30c7eef` -1.3378191855 0.6035379902 -2.217 0.02666 *
## e86a2190c1 0.0000147783 0.0000005608 26.351 < 0.0000000000000002 ***
## ed7e658a27 0.0002173357 0.0000833737 2.607 0.00915 **
## `253eb5ef11` 0.4554372098 0.1321621881 3.446 0.00057 ***
## fe8cdd80ba 0.0059722468 0.0029215431 2.044 0.04095 *
## `6db53d265a` -0.0000135779 0.0000005553 -24.450 < 0.0000000000000002 ***
## `5b862c0a8f` 0.0024423428 0.0001130711 21.600 < 0.0000000000000002 ***
## beb6e17af1 -0.0000119011 0.0000005576 -21.342 < 0.0000000000000002 ***
## e0a0772df0 -0.4271817540 0.0254298133 -16.798 < 0.0000000000000002 ***
## d2c775fa99 -0.0027004999 0.0001548176 -17.443 < 0.0000000000000002 ***
## `8c2e088a3d` -0.0095857685 0.0006791806 -14.114 < 0.0000000000000002 ***
## `2d7fe4693a` -0.0444246334 0.0030837451 -14.406 < 0.0000000000000002 ***
## `174825d438` -0.0000062962 0.0000005560 -11.323 < 0.0000000000000002 ***
## `8f5f7c556a` 0.0031691041 0.0002234576 14.182 < 0.0000000000000002 ***
## ea0f4a32e3 -0.4491526880 0.0415796147 -10.802 < 0.0000000000000002 ***
## `5f360995ef` 0.0034366297 0.0003490033 9.847 < 0.0000000000000002 ***
## f013b60e50 0.4928243972 0.0532539960 9.254 < 0.0000000000000002 ***
## `7fe6cb4c98` 0.0071126935 0.0008555272 8.314 < 0.0000000000000002 ***
## `087235d61e` 0.0015618235 0.0002430642 6.426 0.000000000134893475 ***
## `87b982928b` 0.1987268467 0.0246440358 8.064 0.000000000000000788 ***
## a14fd026ce 0.0018220910 0.0002321416 7.849 0.000000000000004441 ***
## `2bc6ab42f7` -0.0004176366 0.0000558070 -7.484 0.000000000000075867 ***
## c0c3df65b1 0.0000030945 0.0000005595 5.531 0.000000032300686823 ***
## `016399044a` -0.0005125716 0.0000995405 -5.149 0.000000264284044161 ***
## `1f3058af83` -0.0002890490 0.0000426355 -6.780 0.000000000012454504 ***
## `136c1727c3` 0.0078754911 0.0039146136 2.012 0.04425 *
## `98475257f7` 0.0092304266 0.0032030703 2.882 0.00396 **
## `65aed7dc1f` 0.0005598465 0.0002081611 2.689 0.00716 **
## fe0318e273 -0.1409651431 0.0493486224 -2.857 0.00429 **
## `56371466d7` -0.0001397966 0.0000687067 -2.035 0.04190 *
## f0a0febd35 0.0008038335 0.0001255030 6.405 0.000000000154442084 ***
## `60ec1426ce` 0.1092111747 0.0239872772 4.553 0.000005328545792756 ***
## ae08d2297e -0.0000016638 0.0000005551 -2.997 0.00273 **
## bdf934caa7 0.0035509077 0.0019798213 1.794 0.07290 .
## ffd1cdcfc1 0.0103697673 0.0041693209 2.487 0.01289 *
## `49756d8e0f` 0.1306281607 0.0335217319 3.897 0.000097839310629697 ***
## `1fa099bb01` 0.0004702694 0.0002253874 2.086 0.03695 *
## `435dec85e2` -0.0657111633 0.0310263530 -2.118 0.03420 *
## `04e7268385` -0.0001069837 0.0000425371 -2.515 0.01191 *
## e7ee22effb -0.0008237145 0.0002990462 -2.754 0.00588 **
## `298ed82b22` -0.0695968429 0.0349736526 -1.990 0.04661 *
## abca7a848f 0.0000013304 0.0000005568 2.389 0.01690 *
## `29bbd86997` 3.4762064120 1.8322911280 1.897 0.05782 .
## e5efa4d39a -0.0000758735 0.0000414934 -1.829 0.06748 .
## `1f222e3669` 0.0023840304 0.0010641673 2.240 0.02509 *
## `789b5244a9` -1.7232723807 0.6740727724 -2.557 0.01058 *
## `2a457d15d9` -0.0004213940 0.0002478939 -1.700 0.08917 .
## b4112a94a6 -0.0048659251 0.0028375705 -1.715 0.08640 .
## `173b6590ae` -0.1000275837 0.0514675245 -1.944 0.05197 .
## `3e200bf766` -0.0000637626 0.0000408300 -1.562 0.11839
## c58f611921 -0.0001568785 0.0000650025 -2.413 0.01581 *
## `7925993f42` -0.0022339699 0.0011588922 -1.928 0.05391 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.045 on 16920 degrees of freedom
## Multiple R-squared: 0.3524, Adjusted R-squared: 0.3501
## F-statistic: 156 on 59 and 16920 DF, p-value: < 0.00000000000000022
## Start: AIC=1623.87
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `435dec85e2` + d4d6566f9c +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + d035af6ffa + fbf66c8021 + `77b3b41efa` + fdf8628ca7 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `072b7e8f27` + a24802caa5 + `12eda2d982` + c58f611921 + `99d44111c9` +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + `779d13189e` +
## `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` +
## b709f75447 + `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff +
## `55cf3f7627` + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - d4d6566f9c 1 0.00 18452 1621.9
## - `435dec85e2` 1 0.00 18452 1621.9
## - `7841b6a5b1` 1 0.01 18452 1621.9
## - `63bcf89b1d` 1 0.02 18452 1621.9
## - `072b7e8f27` 1 0.02 18452 1621.9
## - `2e874bc151` 1 0.02 18452 1621.9
## - `7cb7913148_5` 1 0.02 18452 1621.9
## - `6516422788` 1 0.02 18452 1621.9
## - `4fc17427c8` 1 0.02 18452 1621.9
## - ac826f0013 1 0.03 18452 1621.9
## - d035af6ffa 1 0.03 18452 1621.9
## - b709f75447 1 0.03 18452 1621.9
## - `99d44111c9` 1 0.03 18452 1621.9
## - c58f611921 1 0.03 18452 1621.9
## - `0e2ab0831c` 1 0.04 18452 1621.9
## - fdf8628ca7 1 0.06 18452 1621.9
## - `20f1afc5c7` 1 0.10 18452 1622.0
## - `779d13189e` 1 0.11 18452 1622.0
## - `8a21502326` 1 0.12 18452 1622.0
## - `4468394575` 1 0.13 18452 1622.0
## - `7cb7913148_1` 1 0.13 18452 1622.0
## - `7734c0c22f` 1 0.16 18452 1622.0
## - `1f222e3669` 1 0.21 18452 1622.1
## - `7cb7913148_3` 1 0.22 18452 1622.1
## - `25bbf0e7e7` 1 0.24 18452 1622.1
## - `8de0382f02` 1 0.24 18452 1622.1
## - b4112a94a6 1 0.24 18452 1622.1
## - a24802caa5 1 0.29 18452 1622.1
## - `7743f273c2` 1 0.39 18453 1622.2
## - `55cf3f7627` 1 0.43 18453 1622.3
## - `7cb7913148_7` 1 0.50 18453 1622.3
## - `2bc6ab42f7` 1 0.55 18453 1622.4
## - ee2ac696ff 1 0.56 18453 1622.4
## - `12eda2d982` 1 0.58 18453 1622.4
## - b9a487ac3c 1 0.58 18453 1622.4
## - `96e6f0be58` 1 0.58 18453 1622.4
## - `77b3b41efa` 1 0.63 18453 1622.5
## - `55907cc1de` 1 0.64 18453 1622.5
## - `7cb7913148_6` 1 0.67 18453 1622.5
## - `3df2300fa2` 1 0.71 18453 1622.5
## - `9b6e0b36c2` 1 0.71 18453 1622.5
## - e0a0772df0 1 0.76 18453 1622.6
## - `0342faceb5` 1 0.78 18453 1622.6
## - `789b5244a9` 1 0.79 18453 1622.6
## - ed7e658a27 1 0.81 18453 1622.6
## - `7cb7913148_2` 1 0.91 18453 1622.7
## - fbf66c8021 1 0.92 18453 1622.7
## - c1b8ce2354 1 0.99 18453 1622.8
## - `3eb53ae932` 1 0.99 18453 1622.8
## - `7925993f42` 1 1.24 18454 1623.0
## - `0b846350ef` 1 1.32 18454 1623.1
## - dcfcbc2ea1 1 1.65 18454 1623.4
## - `8311343404` 1 1.75 18454 1623.5
## - ba54a2a637 1 1.89 18454 1623.6
## - aa69c802b6 1 2.01 18454 1623.7
## <none> 18452 1623.9
## - `3e200bf766` 1 2.76 18455 1624.4
## - `7cb7913148_4` 1 3.06 18455 1624.7
## - `2a457d15d9` 1 3.39 18456 1625.0
## - e5efa4d39a 1 3.57 18456 1625.2
## - bdf934caa7 1 3.66 18456 1625.2
## - `29bbd86997` 1 3.85 18456 1625.4
## - `384bec5dd1_1` 1 4.04 18456 1625.6
## - `173b6590ae` 1 4.16 18456 1625.7
## - `298ed82b22` 1 4.21 18456 1625.7
## - `96c30c7eef` 1 4.53 18457 1626.0
## - `56371466d7` 1 4.54 18457 1626.0
## - fe8cdd80ba 1 4.60 18457 1626.1
## - `136c1727c3` 1 4.60 18457 1626.1
## - `1fa099bb01` 1 4.78 18457 1626.3
## - abca7a848f 1 6.34 18459 1627.7
## - ffd1cdcfc1 1 6.56 18459 1627.9
## - `04e7268385` 1 7.10 18459 1628.4
## - `65aed7dc1f` 1 7.65 18460 1628.9
## - f66b98dd69 1 7.88 18460 1629.1
## - `2719b72c0d` 1 8.10 18460 1629.3
## - e7ee22effb 1 8.54 18461 1629.7
## - `98475257f7` 1 8.84 18461 1630.0
## - fe0318e273 1 9.15 18461 1630.3
## - ae08d2297e 1 10.10 18462 1631.2
## - `253eb5ef11` 1 12.89 18465 1633.7
## - `49756d8e0f` 1 16.39 18469 1636.9
## - `60ec1426ce` 1 22.71 18475 1642.8
## - `016399044a` 1 28.84 18481 1648.4
## - c0c3df65b1 1 33.06 18485 1652.3
## - `087235d61e` 1 44.67 18497 1662.9
## - f0a0febd35 1 45.10 18497 1663.3
## - `1f3058af83` 1 50.10 18502 1667.9
## - a14fd026ce 1 66.43 18519 1682.9
## - `87b982928b` 1 69.93 18522 1686.1
## - `7fe6cb4c98` 1 74.75 18527 1690.5
## - f013b60e50 1 92.61 18545 1706.9
## - `5f360995ef` 1 103.71 18556 1717.0
## - ea0f4a32e3 1 126.56 18579 1737.9
## - `174825d438` 1 139.03 18591 1749.3
## - `8c2e088a3d` 1 216.14 18668 1819.6
## - `8f5f7c556a` 1 218.88 18671 1822.1
## - `2d7fe4693a` 1 226.55 18679 1829.1
## - d2c775fa99 1 332.07 18784 1924.7
## - beb6e17af1 1 496.38 18949 2072.6
## - `5b862c0a8f` 1 509.47 18962 2084.3
## - `9a575e82a4_1` 1 546.95 18999 2117.9
## - `06888ceac9_1` 1 616.63 19069 2180.0
## - `6db53d265a` 1 651.07 19103 2210.7
## - e86a2190c1 1 757.27 19210 2304.8
## - aee1e4fc85 1 763.44 19216 2310.2
##
## Step: AIC=1621.87
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `435dec85e2` + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## d035af6ffa + fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + `072b7e8f27` +
## a24802caa5 + `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 +
## `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff + `55cf3f7627` +
## `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7841b6a5b1` 1 0.01 18452 1619.9
## - `63bcf89b1d` 1 0.02 18452 1619.9
## - `072b7e8f27` 1 0.02 18452 1619.9
## - `7cb7913148_5` 1 0.02 18452 1619.9
## - `6516422788` 1 0.02 18452 1619.9
## - `4fc17427c8` 1 0.02 18452 1619.9
## - ac826f0013 1 0.03 18452 1619.9
## - b709f75447 1 0.03 18452 1619.9
## - d035af6ffa 1 0.03 18452 1619.9
## - `99d44111c9` 1 0.03 18452 1619.9
## - c58f611921 1 0.03 18452 1619.9
## - `0e2ab0831c` 1 0.04 18452 1619.9
## - fdf8628ca7 1 0.06 18452 1619.9
## - `20f1afc5c7` 1 0.10 18452 1620.0
## - `779d13189e` 1 0.11 18452 1620.0
## - `8a21502326` 1 0.12 18452 1620.0
## - `4468394575` 1 0.13 18452 1620.0
## - `7cb7913148_1` 1 0.13 18452 1620.0
## - `7734c0c22f` 1 0.16 18452 1620.0
## - `1f222e3669` 1 0.21 18452 1620.1
## - `7cb7913148_3` 1 0.22 18452 1620.1
## - `25bbf0e7e7` 1 0.24 18452 1620.1
## - `8de0382f02` 1 0.24 18452 1620.1
## - b4112a94a6 1 0.24 18452 1620.1
## - a24802caa5 1 0.29 18452 1620.1
## - `7743f273c2` 1 0.39 18453 1620.2
## - `55cf3f7627` 1 0.43 18453 1620.3
## - `7cb7913148_7` 1 0.50 18453 1620.3
## - `2bc6ab42f7` 1 0.55 18453 1620.4
## - ee2ac696ff 1 0.56 18453 1620.4
## - `12eda2d982` 1 0.58 18453 1620.4
## - b9a487ac3c 1 0.58 18453 1620.4
## - `96e6f0be58` 1 0.58 18453 1620.4
## - `77b3b41efa` 1 0.63 18453 1620.5
## - `55907cc1de` 1 0.64 18453 1620.5
## - `7cb7913148_6` 1 0.67 18453 1620.5
## - `3df2300fa2` 1 0.71 18453 1620.5
## - `9b6e0b36c2` 1 0.71 18453 1620.5
## - e0a0772df0 1 0.76 18453 1620.6
## - `0342faceb5` 1 0.78 18453 1620.6
## - `789b5244a9` 1 0.79 18453 1620.6
## - ed7e658a27 1 0.81 18453 1620.6
## - `7cb7913148_2` 1 0.91 18453 1620.7
## - fbf66c8021 1 0.92 18453 1620.7
## - c1b8ce2354 1 0.99 18453 1620.8
## - `3eb53ae932` 1 0.99 18453 1620.8
## - `7925993f42` 1 1.24 18454 1621.0
## - `0b846350ef` 1 1.32 18454 1621.1
## - dcfcbc2ea1 1 1.65 18454 1621.4
## - `8311343404` 1 1.75 18454 1621.5
## - ba54a2a637 1 1.89 18454 1621.6
## - `2e874bc151` 1 1.92 18454 1621.6
## - aa69c802b6 1 2.01 18454 1621.7
## <none> 18452 1621.9
## - `3e200bf766` 1 2.76 18455 1622.4
## - `7cb7913148_4` 1 3.06 18455 1622.7
## - `2a457d15d9` 1 3.39 18456 1623.0
## - e5efa4d39a 1 3.58 18456 1623.2
## - bdf934caa7 1 3.66 18456 1623.2
## - `29bbd86997` 1 3.85 18456 1623.4
## - `384bec5dd1_1` 1 4.04 18456 1623.6
## - `173b6590ae` 1 4.16 18456 1623.7
## - `298ed82b22` 1 4.20 18456 1623.7
## + d4d6566f9c 1 0.00 18452 1623.9
## - `96c30c7eef` 1 4.53 18457 1624.0
## - `56371466d7` 1 4.54 18457 1624.0
## - fe8cdd80ba 1 4.60 18457 1624.1
## - `136c1727c3` 1 4.60 18457 1624.1
## - `1fa099bb01` 1 4.78 18457 1624.3
## - `435dec85e2` 1 4.78 18457 1624.3
## - abca7a848f 1 6.34 18459 1625.7
## - ffd1cdcfc1 1 6.56 18459 1625.9
## - `04e7268385` 1 7.10 18459 1626.4
## - `65aed7dc1f` 1 7.65 18460 1626.9
## - f66b98dd69 1 7.88 18460 1627.1
## - `2719b72c0d` 1 8.10 18460 1627.3
## - e7ee22effb 1 8.54 18461 1627.7
## - `98475257f7` 1 8.84 18461 1628.0
## - fe0318e273 1 9.15 18461 1628.3
## - ae08d2297e 1 10.10 18462 1629.2
## - `253eb5ef11` 1 12.89 18465 1631.7
## - `49756d8e0f` 1 16.39 18469 1635.0
## - `60ec1426ce` 1 22.71 18475 1640.8
## - `016399044a` 1 28.83 18481 1646.4
## - c0c3df65b1 1 33.06 18485 1650.3
## - `087235d61e` 1 44.67 18497 1660.9
## - f0a0febd35 1 45.12 18497 1661.3
## - `1f3058af83` 1 50.10 18502 1665.9
## - a14fd026ce 1 66.43 18519 1680.9
## - `87b982928b` 1 69.94 18522 1684.1
## - `7fe6cb4c98` 1 74.76 18527 1688.5
## - f013b60e50 1 92.61 18545 1704.9
## - `5f360995ef` 1 103.71 18556 1715.0
## - ea0f4a32e3 1 126.57 18579 1735.9
## - `174825d438` 1 139.03 18591 1747.3
## - `8c2e088a3d` 1 216.20 18668 1817.7
## - `8f5f7c556a` 1 218.89 18671 1820.1
## - `2d7fe4693a` 1 226.55 18679 1827.1
## - d2c775fa99 1 332.07 18784 1922.7
## - beb6e17af1 1 496.38 18949 2070.6
## - `5b862c0a8f` 1 509.55 18962 2082.4
## - `9a575e82a4_1` 1 546.97 18999 2115.9
## - `06888ceac9_1` 1 616.67 19069 2178.1
## - `6db53d265a` 1 651.15 19103 2208.7
## - e86a2190c1 1 757.33 19210 2302.9
## - aee1e4fc85 1 763.51 19216 2308.3
##
## Step: AIC=1619.88
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + `04e7268385` + `8311343404` +
## e7ee22effb + `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + d035af6ffa + fbf66c8021 +
## `77b3b41efa` + fdf8628ca7 + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `072b7e8f27` + a24802caa5 + `12eda2d982` +
## c58f611921 + `99d44111c9` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + `779d13189e` + `0342faceb5` + ac826f0013 +
## ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 + `4468394575` +
## `4fc17427c8` + b9a487ac3c + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `63bcf89b1d` 1 0.02 18452 1617.9
## - `072b7e8f27` 1 0.02 18452 1617.9
## - `7cb7913148_5` 1 0.02 18452 1617.9
## - `6516422788` 1 0.02 18452 1617.9
## - `4fc17427c8` 1 0.02 18452 1617.9
## - ac826f0013 1 0.03 18452 1617.9
## - b709f75447 1 0.03 18452 1617.9
## - d035af6ffa 1 0.03 18452 1617.9
## - `99d44111c9` 1 0.03 18452 1617.9
## - c58f611921 1 0.03 18452 1617.9
## - `0e2ab0831c` 1 0.03 18452 1617.9
## - fdf8628ca7 1 0.06 18452 1617.9
## - `20f1afc5c7` 1 0.10 18452 1618.0
## - `779d13189e` 1 0.11 18452 1618.0
## - `8a21502326` 1 0.12 18452 1618.0
## - `4468394575` 1 0.13 18452 1618.0
## - `7cb7913148_1` 1 0.13 18452 1618.0
## - `7734c0c22f` 1 0.16 18452 1618.0
## - `1f222e3669` 1 0.21 18452 1618.1
## - `7cb7913148_3` 1 0.22 18452 1618.1
## - `25bbf0e7e7` 1 0.24 18452 1618.1
## - `8de0382f02` 1 0.24 18452 1618.1
## - b4112a94a6 1 0.24 18452 1618.1
## - a24802caa5 1 0.29 18452 1618.1
## - `7743f273c2` 1 0.39 18453 1618.2
## - `55cf3f7627` 1 0.43 18453 1618.3
## - `7cb7913148_7` 1 0.50 18453 1618.3
## - `2bc6ab42f7` 1 0.55 18453 1618.4
## - ee2ac696ff 1 0.56 18453 1618.4
## - `12eda2d982` 1 0.58 18453 1618.4
## - b9a487ac3c 1 0.58 18453 1618.4
## - `96e6f0be58` 1 0.59 18453 1618.4
## - `77b3b41efa` 1 0.63 18453 1618.5
## - `55907cc1de` 1 0.63 18453 1618.5
## - `7cb7913148_6` 1 0.67 18453 1618.5
## - `3df2300fa2` 1 0.71 18453 1618.5
## - `9b6e0b36c2` 1 0.71 18453 1618.5
## - `0342faceb5` 1 0.78 18453 1618.6
## - `789b5244a9` 1 0.79 18453 1618.6
## - ed7e658a27 1 0.81 18453 1618.6
## - `7cb7913148_2` 1 0.91 18453 1618.7
## - fbf66c8021 1 0.92 18453 1618.7
## - c1b8ce2354 1 0.99 18453 1618.8
## - `3eb53ae932` 1 0.99 18453 1618.8
## - `7925993f42` 1 1.24 18454 1619.0
## - `0b846350ef` 1 1.32 18454 1619.1
## - dcfcbc2ea1 1 1.64 18454 1619.4
## - `8311343404` 1 1.75 18454 1619.5
## - ba54a2a637 1 1.89 18454 1619.6
## - `2e874bc151` 1 1.92 18454 1619.6
## - aa69c802b6 1 2.01 18454 1619.7
## <none> 18452 1619.9
## - `3e200bf766` 1 2.76 18455 1620.4
## - `7cb7913148_4` 1 3.06 18455 1620.7
## - `2a457d15d9` 1 3.39 18456 1621.0
## - e5efa4d39a 1 3.58 18456 1621.2
## - bdf934caa7 1 3.67 18456 1621.2
## - `29bbd86997` 1 3.85 18456 1621.4
## - `384bec5dd1_1` 1 4.04 18456 1621.6
## - `173b6590ae` 1 4.16 18456 1621.7
## - `298ed82b22` 1 4.20 18456 1621.8
## + `7841b6a5b1` 1 0.01 18452 1621.9
## + d4d6566f9c 1 0.00 18452 1621.9
## - `96c30c7eef` 1 4.53 18457 1622.0
## - `56371466d7` 1 4.53 18457 1622.0
## - fe8cdd80ba 1 4.59 18457 1622.1
## - `136c1727c3` 1 4.60 18457 1622.1
## - `1fa099bb01` 1 4.78 18457 1622.3
## - `435dec85e2` 1 4.78 18457 1622.3
## - abca7a848f 1 6.35 18459 1623.7
## - ffd1cdcfc1 1 6.56 18459 1623.9
## - `04e7268385` 1 7.10 18459 1624.4
## - `65aed7dc1f` 1 7.65 18460 1624.9
## - f66b98dd69 1 7.88 18460 1625.1
## - `2719b72c0d` 1 8.10 18460 1625.3
## - e7ee22effb 1 8.54 18461 1625.7
## - `98475257f7` 1 8.84 18461 1626.0
## - fe0318e273 1 9.15 18461 1626.3
## - ae08d2297e 1 10.10 18462 1627.2
## - `253eb5ef11` 1 12.90 18465 1629.7
## - `49756d8e0f` 1 16.39 18469 1633.0
## - `60ec1426ce` 1 22.71 18475 1638.8
## - `016399044a` 1 28.84 18481 1644.4
## - c0c3df65b1 1 33.05 18485 1648.3
## - `087235d61e` 1 44.67 18497 1658.9
## - f0a0febd35 1 45.11 18497 1659.3
## - `1f3058af83` 1 50.11 18502 1663.9
## - a14fd026ce 1 66.43 18519 1678.9
## - `87b982928b` 1 69.96 18522 1682.1
## - `7fe6cb4c98` 1 74.76 18527 1686.5
## - f013b60e50 1 92.61 18545 1702.9
## - `5f360995ef` 1 103.70 18556 1713.0
## - ea0f4a32e3 1 126.56 18579 1733.9
## - `174825d438` 1 139.08 18591 1745.4
## - `8c2e088a3d` 1 216.23 18668 1815.7
## - `8f5f7c556a` 1 218.92 18671 1818.1
## - `2d7fe4693a` 1 226.56 18679 1825.1
## - e0a0772df0 1 310.22 18762 1901.0
## - d2c775fa99 1 332.08 18784 1920.7
## - beb6e17af1 1 496.47 18949 2068.7
## - `5b862c0a8f` 1 509.54 18962 2080.4
## - `9a575e82a4_1` 1 547.01 18999 2113.9
## - `06888ceac9_1` 1 616.66 19069 2176.1
## - `6db53d265a` 1 651.41 19104 2207.0
## - e86a2190c1 1 757.35 19210 2300.9
## - aee1e4fc85 1 763.51 19216 2306.3
##
## Step: AIC=1617.89
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` +
## `435dec85e2` + `04e7268385` + `8311343404` + e7ee22effb +
## `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + d035af6ffa + fbf66c8021 +
## `77b3b41efa` + fdf8628ca7 + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `072b7e8f27` + a24802caa5 + `12eda2d982` +
## c58f611921 + `99d44111c9` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + `779d13189e` + `0342faceb5` + ac826f0013 +
## ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 + `4468394575` +
## `4fc17427c8` + b9a487ac3c + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `072b7e8f27` 1 0.02 18452 1615.9
## - `7cb7913148_5` 1 0.02 18452 1615.9
## - `6516422788` 1 0.02 18452 1615.9
## - `4fc17427c8` 1 0.02 18452 1615.9
## - ac826f0013 1 0.03 18452 1615.9
## - d035af6ffa 1 0.03 18452 1615.9
## - b709f75447 1 0.03 18452 1615.9
## - `99d44111c9` 1 0.03 18452 1615.9
## - c58f611921 1 0.03 18452 1615.9
## - `0e2ab0831c` 1 0.04 18452 1615.9
## - fdf8628ca7 1 0.06 18452 1616.0
## - `20f1afc5c7` 1 0.10 18452 1616.0
## - `779d13189e` 1 0.11 18452 1616.0
## - `8a21502326` 1 0.12 18452 1616.0
## - `4468394575` 1 0.13 18452 1616.0
## - `7cb7913148_1` 1 0.13 18452 1616.0
## - `7734c0c22f` 1 0.16 18452 1616.0
## - `1f222e3669` 1 0.21 18452 1616.1
## - `7cb7913148_3` 1 0.22 18452 1616.1
## - `25bbf0e7e7` 1 0.24 18452 1616.1
## - `8de0382f02` 1 0.24 18452 1616.1
## - b4112a94a6 1 0.24 18452 1616.1
## - a24802caa5 1 0.29 18452 1616.2
## - `7743f273c2` 1 0.39 18453 1616.2
## - `55cf3f7627` 1 0.42 18453 1616.3
## - `7cb7913148_7` 1 0.50 18453 1616.3
## - `2bc6ab42f7` 1 0.55 18453 1616.4
## - ee2ac696ff 1 0.56 18453 1616.4
## - `12eda2d982` 1 0.57 18453 1616.4
## - b9a487ac3c 1 0.58 18453 1616.4
## - `96e6f0be58` 1 0.59 18453 1616.4
## - `77b3b41efa` 1 0.63 18453 1616.5
## - `55907cc1de` 1 0.64 18453 1616.5
## - `7cb7913148_6` 1 0.67 18453 1616.5
## - `3df2300fa2` 1 0.71 18453 1616.5
## - `9b6e0b36c2` 1 0.71 18453 1616.5
## - `0342faceb5` 1 0.78 18453 1616.6
## - `789b5244a9` 1 0.79 18453 1616.6
## - ed7e658a27 1 0.81 18453 1616.6
## - `7cb7913148_2` 1 0.91 18453 1616.7
## - fbf66c8021 1 0.92 18453 1616.7
## - c1b8ce2354 1 0.99 18453 1616.8
## - `3eb53ae932` 1 0.99 18453 1616.8
## - `7925993f42` 1 1.24 18454 1617.0
## - `0b846350ef` 1 1.32 18454 1617.1
## - dcfcbc2ea1 1 1.64 18454 1617.4
## - `8311343404` 1 1.75 18454 1617.5
## - ba54a2a637 1 1.90 18454 1617.6
## - `2e874bc151` 1 1.91 18454 1617.7
## - aa69c802b6 1 2.01 18454 1617.7
## <none> 18452 1617.9
## - `3e200bf766` 1 2.76 18455 1618.4
## - `7cb7913148_4` 1 3.06 18455 1618.7
## - `2a457d15d9` 1 3.39 18456 1619.0
## - e5efa4d39a 1 3.58 18456 1619.2
## - bdf934caa7 1 3.66 18456 1619.3
## - `29bbd86997` 1 3.85 18456 1619.4
## - `384bec5dd1_1` 1 4.05 18456 1619.6
## - `173b6590ae` 1 4.16 18456 1619.7
## - `298ed82b22` 1 4.20 18456 1619.8
## + `63bcf89b1d` 1 0.02 18452 1619.9
## + `7841b6a5b1` 1 0.01 18452 1619.9
## + d4d6566f9c 1 0.00 18452 1619.9
## - `56371466d7` 1 4.53 18457 1620.1
## - `96c30c7eef` 1 4.53 18457 1620.1
## - fe8cdd80ba 1 4.59 18457 1620.1
## - `136c1727c3` 1 4.59 18457 1620.1
## - `435dec85e2` 1 4.78 18457 1620.3
## - `1fa099bb01` 1 4.78 18457 1620.3
## - abca7a848f 1 6.35 18459 1621.7
## - ffd1cdcfc1 1 6.57 18459 1621.9
## - `04e7268385` 1 7.09 18459 1622.4
## - `65aed7dc1f` 1 7.65 18460 1622.9
## - f66b98dd69 1 7.88 18460 1623.1
## - `2719b72c0d` 1 8.10 18460 1623.3
## - e7ee22effb 1 8.53 18461 1623.7
## - `98475257f7` 1 8.84 18461 1624.0
## - fe0318e273 1 9.15 18461 1624.3
## - ae08d2297e 1 10.09 18462 1625.2
## - `253eb5ef11` 1 12.90 18465 1627.8
## - `49756d8e0f` 1 16.40 18469 1631.0
## - `60ec1426ce` 1 22.71 18475 1636.8
## - `016399044a` 1 28.83 18481 1642.4
## - c0c3df65b1 1 33.04 18485 1646.3
## - `087235d61e` 1 44.67 18497 1657.0
## - f0a0febd35 1 45.10 18497 1657.3
## - `1f3058af83` 1 50.10 18502 1661.9
## - a14fd026ce 1 66.43 18519 1676.9
## - `87b982928b` 1 69.97 18522 1680.2
## - `7fe6cb4c98` 1 74.75 18527 1684.5
## - f013b60e50 1 92.62 18545 1700.9
## - `5f360995ef` 1 103.70 18556 1711.0
## - ea0f4a32e3 1 126.57 18579 1732.0
## - `174825d438` 1 139.07 18591 1743.4
## - `8c2e088a3d` 1 216.22 18668 1813.7
## - `8f5f7c556a` 1 218.91 18671 1816.2
## - `2d7fe4693a` 1 226.63 18679 1823.2
## - e0a0772df0 1 310.22 18762 1899.0
## - d2c775fa99 1 332.08 18784 1918.8
## - beb6e17af1 1 496.48 18949 2066.7
## - `5b862c0a8f` 1 509.63 18962 2078.5
## - `9a575e82a4_1` 1 547.07 18999 2112.0
## - `06888ceac9_1` 1 616.69 19069 2174.1
## - `6db53d265a` 1 651.51 19104 2205.1
## - e86a2190c1 1 757.33 19210 2298.9
## - aee1e4fc85 1 763.53 19216 2304.3
##
## Step: AIC=1615.91
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` +
## `435dec85e2` + `04e7268385` + `8311343404` + e7ee22effb +
## `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + d035af6ffa + fbf66c8021 +
## `77b3b41efa` + fdf8628ca7 + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + a24802caa5 + `12eda2d982` + c58f611921 + `99d44111c9` +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + `779d13189e` +
## `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` +
## b709f75447 + `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff +
## `55cf3f7627` + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_5` 1 0.02 18452 1613.9
## - `6516422788` 1 0.02 18452 1613.9
## - `4fc17427c8` 1 0.02 18452 1613.9
## - ac826f0013 1 0.03 18452 1613.9
## - d035af6ffa 1 0.03 18452 1613.9
## - b709f75447 1 0.03 18452 1613.9
## - `99d44111c9` 1 0.03 18452 1613.9
## - `0e2ab0831c` 1 0.04 18452 1613.9
## - c58f611921 1 0.04 18452 1613.9
## - fdf8628ca7 1 0.06 18452 1614.0
## - `20f1afc5c7` 1 0.10 18452 1614.0
## - `8a21502326` 1 0.11 18452 1614.0
## - `779d13189e` 1 0.11 18452 1614.0
## - `7cb7913148_1` 1 0.13 18452 1614.0
## - `4468394575` 1 0.13 18452 1614.0
## - `7734c0c22f` 1 0.16 18452 1614.1
## - `1f222e3669` 1 0.21 18452 1614.1
## - `7cb7913148_3` 1 0.23 18452 1614.1
## - `25bbf0e7e7` 1 0.24 18452 1614.1
## - `8de0382f02` 1 0.24 18452 1614.1
## - b4112a94a6 1 0.24 18452 1614.1
## - a24802caa5 1 0.29 18453 1614.2
## - `7743f273c2` 1 0.39 18453 1614.3
## - `55cf3f7627` 1 0.42 18453 1614.3
## - `7cb7913148_7` 1 0.49 18453 1614.4
## - `2bc6ab42f7` 1 0.55 18453 1614.4
## - ee2ac696ff 1 0.56 18453 1614.4
## - `12eda2d982` 1 0.58 18453 1614.4
## - b9a487ac3c 1 0.58 18453 1614.5
## - `96e6f0be58` 1 0.59 18453 1614.5
## - `77b3b41efa` 1 0.63 18453 1614.5
## - `55907cc1de` 1 0.63 18453 1614.5
## - `7cb7913148_6` 1 0.67 18453 1614.5
## - `3df2300fa2` 1 0.71 18453 1614.6
## - `9b6e0b36c2` 1 0.71 18453 1614.6
## - `0342faceb5` 1 0.78 18453 1614.6
## - `789b5244a9` 1 0.79 18453 1614.6
## - ed7e658a27 1 0.81 18453 1614.7
## - `7cb7913148_2` 1 0.90 18453 1614.7
## - fbf66c8021 1 0.92 18453 1614.8
## - c1b8ce2354 1 0.99 18453 1614.8
## - `3eb53ae932` 1 0.99 18453 1614.8
## - `7925993f42` 1 1.24 18454 1615.0
## - `0b846350ef` 1 1.32 18454 1615.1
## - dcfcbc2ea1 1 1.65 18454 1615.4
## - `8311343404` 1 1.75 18454 1615.5
## - ba54a2a637 1 1.90 18454 1615.7
## - `2e874bc151` 1 1.91 18454 1615.7
## - aa69c802b6 1 2.00 18454 1615.8
## <none> 18452 1615.9
## - `3e200bf766` 1 2.76 18455 1616.5
## - `7cb7913148_4` 1 3.06 18455 1616.7
## - `2a457d15d9` 1 3.39 18456 1617.0
## - e5efa4d39a 1 3.57 18456 1617.2
## - bdf934caa7 1 3.67 18456 1617.3
## - `29bbd86997` 1 3.85 18456 1617.5
## - `384bec5dd1_1` 1 4.05 18456 1617.6
## - `173b6590ae` 1 4.16 18456 1617.7
## - `298ed82b22` 1 4.21 18456 1617.8
## + `072b7e8f27` 1 0.02 18452 1617.9
## + `63bcf89b1d` 1 0.02 18452 1617.9
## + `7841b6a5b1` 1 0.01 18452 1617.9
## + d4d6566f9c 1 0.00 18452 1617.9
## - `56371466d7` 1 4.52 18457 1618.1
## - `96c30c7eef` 1 4.53 18457 1618.1
## - `136c1727c3` 1 4.59 18457 1618.1
## - fe8cdd80ba 1 4.59 18457 1618.1
## - `435dec85e2` 1 4.78 18457 1618.3
## - `1fa099bb01` 1 4.78 18457 1618.3
## - abca7a848f 1 6.34 18459 1619.7
## - ffd1cdcfc1 1 6.58 18459 1620.0
## - `04e7268385` 1 7.10 18459 1620.4
## - `65aed7dc1f` 1 7.65 18460 1621.0
## - f66b98dd69 1 7.88 18460 1621.2
## - `2719b72c0d` 1 8.10 18460 1621.4
## - e7ee22effb 1 8.53 18461 1621.8
## - `98475257f7` 1 8.84 18461 1622.0
## - fe0318e273 1 9.15 18461 1622.3
## - ae08d2297e 1 10.09 18462 1623.2
## - `253eb5ef11` 1 12.90 18465 1625.8
## - `49756d8e0f` 1 16.41 18469 1629.0
## - `60ec1426ce` 1 22.72 18475 1634.8
## - `016399044a` 1 28.84 18481 1640.4
## - c0c3df65b1 1 33.04 18485 1644.3
## - `087235d61e` 1 44.66 18497 1655.0
## - f0a0febd35 1 45.11 18497 1655.4
## - `1f3058af83` 1 50.12 18502 1660.0
## - a14fd026ce 1 66.42 18519 1674.9
## - `87b982928b` 1 69.97 18522 1678.2
## - `7fe6cb4c98` 1 74.75 18527 1682.6
## - f013b60e50 1 92.62 18545 1698.9
## - `5f360995ef` 1 103.76 18556 1709.1
## - ea0f4a32e3 1 126.66 18579 1730.1
## - `174825d438` 1 139.06 18591 1741.4
## - `8c2e088a3d` 1 216.22 18668 1811.7
## - `8f5f7c556a` 1 218.98 18671 1814.2
## - `2d7fe4693a` 1 226.61 18679 1821.2
## - e0a0772df0 1 310.38 18763 1897.2
## - d2c775fa99 1 332.11 18784 1916.8
## - beb6e17af1 1 496.52 18949 2064.8
## - `5b862c0a8f` 1 509.64 18962 2076.5
## - `9a575e82a4_1` 1 547.12 18999 2110.1
## - `06888ceac9_1` 1 616.86 19069 2172.3
## - `6db53d265a` 1 651.50 19104 2203.1
## - e86a2190c1 1 757.51 19210 2297.1
## - aee1e4fc85 1 763.52 19216 2302.4
##
## Step: AIC=1613.93
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + `6516422788` +
## ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + d035af6ffa + fbf66c8021 + `77b3b41efa` + fdf8628ca7 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## a24802caa5 + `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 +
## `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff + `55cf3f7627` +
## `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `4fc17427c8` 1 0.02 18452 1612.0
## - `6516422788` 1 0.02 18452 1612.0
## - ac826f0013 1 0.03 18452 1612.0
## - d035af6ffa 1 0.03 18452 1612.0
## - b709f75447 1 0.03 18452 1612.0
## - `99d44111c9` 1 0.03 18452 1612.0
## - `0e2ab0831c` 1 0.04 18452 1612.0
## - c58f611921 1 0.04 18452 1612.0
## - fdf8628ca7 1 0.06 18452 1612.0
## - `20f1afc5c7` 1 0.10 18452 1612.0
## - `779d13189e` 1 0.12 18452 1612.0
## - `8a21502326` 1 0.12 18452 1612.0
## - `7cb7913148_1` 1 0.12 18452 1612.0
## - `4468394575` 1 0.13 18452 1612.0
## - `7734c0c22f` 1 0.16 18452 1612.1
## - `1f222e3669` 1 0.21 18452 1612.1
## - `7cb7913148_3` 1 0.22 18452 1612.1
## - `25bbf0e7e7` 1 0.23 18452 1612.1
## - `8de0382f02` 1 0.24 18452 1612.2
## - b4112a94a6 1 0.24 18452 1612.2
## - a24802caa5 1 0.29 18453 1612.2
## - `7743f273c2` 1 0.39 18453 1612.3
## - `55cf3f7627` 1 0.42 18453 1612.3
## - `7cb7913148_7` 1 0.50 18453 1612.4
## - `2bc6ab42f7` 1 0.55 18453 1612.4
## - ee2ac696ff 1 0.56 18453 1612.4
## - `12eda2d982` 1 0.58 18453 1612.5
## - b9a487ac3c 1 0.58 18453 1612.5
## - `96e6f0be58` 1 0.58 18453 1612.5
## - `77b3b41efa` 1 0.63 18453 1612.5
## - `55907cc1de` 1 0.63 18453 1612.5
## - `7cb7913148_6` 1 0.67 18453 1612.5
## - `3df2300fa2` 1 0.71 18453 1612.6
## - `9b6e0b36c2` 1 0.71 18453 1612.6
## - `0342faceb5` 1 0.78 18453 1612.6
## - `789b5244a9` 1 0.79 18453 1612.7
## - ed7e658a27 1 0.81 18453 1612.7
## - `7cb7913148_2` 1 0.89 18453 1612.8
## - fbf66c8021 1 0.92 18453 1612.8
## - c1b8ce2354 1 0.99 18453 1612.8
## - `3eb53ae932` 1 0.99 18453 1612.8
## - `7925993f42` 1 1.24 18454 1613.1
## - `0b846350ef` 1 1.32 18454 1613.1
## - dcfcbc2ea1 1 1.64 18454 1613.4
## - `8311343404` 1 1.74 18454 1613.5
## - ba54a2a637 1 1.90 18454 1613.7
## - `2e874bc151` 1 1.92 18454 1613.7
## - aa69c802b6 1 1.99 18454 1613.8
## <none> 18452 1613.9
## - `3e200bf766` 1 2.76 18455 1614.5
## - `7cb7913148_4` 1 3.05 18455 1614.7
## - `2a457d15d9` 1 3.39 18456 1615.0
## - e5efa4d39a 1 3.57 18456 1615.2
## - bdf934caa7 1 3.66 18456 1615.3
## - `29bbd86997` 1 3.85 18456 1615.5
## - `384bec5dd1_1` 1 4.06 18456 1615.7
## - `173b6590ae` 1 4.16 18456 1615.8
## - `298ed82b22` 1 4.20 18456 1615.8
## + `7cb7913148_5` 1 0.02 18452 1615.9
## + `072b7e8f27` 1 0.02 18452 1615.9
## + `63bcf89b1d` 1 0.02 18452 1615.9
## + `7841b6a5b1` 1 0.01 18452 1615.9
## + d4d6566f9c 1 0.00 18452 1615.9
## - `56371466d7` 1 4.52 18457 1616.1
## - `96c30c7eef` 1 4.53 18457 1616.1
## - `136c1727c3` 1 4.58 18457 1616.2
## - fe8cdd80ba 1 4.60 18457 1616.2
## - `1fa099bb01` 1 4.79 18457 1616.3
## - `435dec85e2` 1 4.79 18457 1616.3
## - abca7a848f 1 6.34 18459 1617.8
## - ffd1cdcfc1 1 6.58 18459 1618.0
## - `04e7268385` 1 7.10 18459 1618.5
## - `65aed7dc1f` 1 7.66 18460 1619.0
## - f66b98dd69 1 7.89 18460 1619.2
## - `2719b72c0d` 1 8.11 18460 1619.4
## - e7ee22effb 1 8.53 18461 1619.8
## - `98475257f7` 1 8.86 18461 1620.1
## - fe0318e273 1 9.14 18461 1620.3
## - ae08d2297e 1 10.08 18462 1621.2
## - `253eb5ef11` 1 12.89 18465 1623.8
## - `49756d8e0f` 1 16.41 18469 1627.0
## - `60ec1426ce` 1 22.73 18475 1632.8
## - `016399044a` 1 28.86 18481 1638.5
## - c0c3df65b1 1 33.06 18485 1642.3
## - `087235d61e` 1 44.68 18497 1653.0
## - f0a0febd35 1 45.11 18497 1653.4
## - `1f3058af83` 1 50.11 18502 1658.0
## - a14fd026ce 1 66.42 18519 1672.9
## - `87b982928b` 1 69.96 18522 1676.2
## - `7fe6cb4c98` 1 74.77 18527 1680.6
## - f013b60e50 1 92.59 18545 1696.9
## - `5f360995ef` 1 103.75 18556 1707.1
## - ea0f4a32e3 1 126.67 18579 1728.1
## - `174825d438` 1 139.05 18591 1739.4
## - `8c2e088a3d` 1 216.20 18668 1809.7
## - `8f5f7c556a` 1 219.01 18671 1812.3
## - `2d7fe4693a` 1 226.60 18679 1819.2
## - e0a0772df0 1 310.39 18763 1895.2
## - d2c775fa99 1 332.12 18784 1914.8
## - beb6e17af1 1 496.57 18949 2062.8
## - `5b862c0a8f` 1 509.65 18962 2074.6
## - `9a575e82a4_1` 1 547.10 18999 2108.1
## - `06888ceac9_1` 1 616.84 19069 2170.3
## - `6db53d265a` 1 651.55 19104 2201.2
## - e86a2190c1 1 757.50 19210 2295.1
## - aee1e4fc85 1 763.79 19216 2300.6
##
## Step: AIC=1611.95
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + `6516422788` +
## ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + d035af6ffa + fbf66c8021 + `77b3b41efa` + fdf8628ca7 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## a24802caa5 + `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 +
## `4468394575` + b9a487ac3c + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `6516422788` 1 0.02 18452 1610.0
## - ac826f0013 1 0.03 18452 1610.0
## - d035af6ffa 1 0.03 18452 1610.0
## - b709f75447 1 0.03 18452 1610.0
## - `99d44111c9` 1 0.03 18452 1610.0
## - c58f611921 1 0.03 18452 1610.0
## - `0e2ab0831c` 1 0.04 18452 1610.0
## - fdf8628ca7 1 0.06 18452 1610.0
## - `20f1afc5c7` 1 0.10 18452 1610.0
## - `779d13189e` 1 0.12 18452 1610.1
## - `8a21502326` 1 0.12 18452 1610.1
## - `7cb7913148_1` 1 0.12 18452 1610.1
## - `4468394575` 1 0.13 18452 1610.1
## - `7734c0c22f` 1 0.16 18452 1610.1
## - `1f222e3669` 1 0.21 18452 1610.2
## - `7cb7913148_3` 1 0.22 18452 1610.2
## - `25bbf0e7e7` 1 0.23 18453 1610.2
## - `8de0382f02` 1 0.24 18453 1610.2
## - b4112a94a6 1 0.24 18453 1610.2
## - a24802caa5 1 0.29 18453 1610.2
## - `7743f273c2` 1 0.39 18453 1610.3
## - `55cf3f7627` 1 0.42 18453 1610.3
## - `7cb7913148_7` 1 0.50 18453 1610.4
## - `2bc6ab42f7` 1 0.55 18453 1610.5
## - ee2ac696ff 1 0.56 18453 1610.5
## - `12eda2d982` 1 0.58 18453 1610.5
## - `96e6f0be58` 1 0.58 18453 1610.5
## - b9a487ac3c 1 0.58 18453 1610.5
## - `55907cc1de` 1 0.63 18453 1610.5
## - `77b3b41efa` 1 0.63 18453 1610.5
## - `7cb7913148_6` 1 0.67 18453 1610.6
## - `3df2300fa2` 1 0.71 18453 1610.6
## - `9b6e0b36c2` 1 0.71 18453 1610.6
## - `0342faceb5` 1 0.78 18453 1610.7
## - `789b5244a9` 1 0.79 18453 1610.7
## - ed7e658a27 1 0.81 18453 1610.7
## - `7cb7913148_2` 1 0.89 18453 1610.8
## - fbf66c8021 1 0.92 18453 1610.8
## - c1b8ce2354 1 0.99 18453 1610.9
## - `3eb53ae932` 1 0.99 18453 1610.9
## - `7925993f42` 1 1.25 18454 1611.1
## - `0b846350ef` 1 1.32 18454 1611.2
## - dcfcbc2ea1 1 1.65 18454 1611.5
## - `8311343404` 1 1.74 18454 1611.6
## - ba54a2a637 1 1.91 18454 1611.7
## - `2e874bc151` 1 1.92 18454 1611.7
## - aa69c802b6 1 1.99 18454 1611.8
## <none> 18452 1612.0
## - `3e200bf766` 1 2.76 18455 1612.5
## - `7cb7913148_4` 1 3.05 18455 1612.8
## - `2a457d15d9` 1 3.40 18456 1613.1
## - e5efa4d39a 1 3.58 18456 1613.2
## - bdf934caa7 1 3.66 18456 1613.3
## - `29bbd86997` 1 3.85 18456 1613.5
## - `384bec5dd1_1` 1 4.05 18456 1613.7
## - `173b6590ae` 1 4.16 18456 1613.8
## - `298ed82b22` 1 4.20 18456 1613.8
## + `4fc17427c8` 1 0.02 18452 1613.9
## + `7cb7913148_5` 1 0.02 18452 1613.9
## + `072b7e8f27` 1 0.02 18452 1613.9
## + `63bcf89b1d` 1 0.02 18452 1613.9
## + `7841b6a5b1` 1 0.01 18452 1613.9
## + d4d6566f9c 1 0.00 18452 1614.0
## - `56371466d7` 1 4.52 18457 1614.1
## - `96c30c7eef` 1 4.53 18457 1614.1
## - `136c1727c3` 1 4.58 18457 1614.2
## - fe8cdd80ba 1 4.59 18457 1614.2
## - `1fa099bb01` 1 4.78 18457 1614.3
## - `435dec85e2` 1 4.79 18457 1614.3
## - abca7a848f 1 6.33 18459 1615.8
## - ffd1cdcfc1 1 6.58 18459 1616.0
## - `04e7268385` 1 7.10 18459 1616.5
## - `65aed7dc1f` 1 7.66 18460 1617.0
## - f66b98dd69 1 7.89 18460 1617.2
## - `2719b72c0d` 1 8.11 18460 1617.4
## - e7ee22effb 1 8.52 18461 1617.8
## - `98475257f7` 1 8.85 18461 1618.1
## - fe0318e273 1 9.14 18462 1618.4
## - ae08d2297e 1 10.08 18462 1619.2
## - `253eb5ef11` 1 12.91 18465 1621.8
## - `49756d8e0f` 1 16.42 18469 1625.0
## - `60ec1426ce` 1 22.73 18475 1630.8
## - `016399044a` 1 28.85 18481 1636.5
## - c0c3df65b1 1 33.05 18485 1640.3
## - `087235d61e` 1 44.68 18497 1651.0
## - f0a0febd35 1 45.14 18498 1651.4
## - `1f3058af83` 1 50.10 18502 1656.0
## - a14fd026ce 1 66.42 18519 1671.0
## - `87b982928b` 1 69.97 18522 1674.2
## - `7fe6cb4c98` 1 74.77 18527 1678.6
## - f013b60e50 1 92.64 18545 1695.0
## - `5f360995ef` 1 103.78 18556 1705.2
## - ea0f4a32e3 1 126.71 18579 1726.2
## - `174825d438` 1 139.03 18591 1737.4
## - `8c2e088a3d` 1 216.22 18668 1807.8
## - `8f5f7c556a` 1 219.02 18671 1810.3
## - `2d7fe4693a` 1 226.61 18679 1817.2
## - e0a0772df0 1 310.40 18763 1893.2
## - d2c775fa99 1 332.17 18784 1912.9
## - beb6e17af1 1 496.56 18949 2060.8
## - `5b862c0a8f` 1 509.68 18962 2072.6
## - `9a575e82a4_1` 1 547.15 19000 2106.1
## - `06888ceac9_1` 1 616.82 19069 2168.3
## - `6db53d265a` 1 651.52 19104 2199.2
## - e86a2190c1 1 757.65 19210 2293.2
## - aee1e4fc85 1 763.83 19216 2298.7
##
## Step: AIC=1609.97
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `1fa099bb01` + `435dec85e2` + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## d035af6ffa + fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + a24802caa5 +
## `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 +
## `4468394575` + b9a487ac3c + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - ac826f0013 1 0.03 18452 1608.0
## - d035af6ffa 1 0.03 18452 1608.0
## - b709f75447 1 0.03 18452 1608.0
## - `99d44111c9` 1 0.03 18452 1608.0
## - c58f611921 1 0.03 18452 1608.0
## - `0e2ab0831c` 1 0.03 18452 1608.0
## - fdf8628ca7 1 0.06 18452 1608.0
## - `20f1afc5c7` 1 0.10 18452 1608.1
## - `8a21502326` 1 0.11 18452 1608.1
## - `779d13189e` 1 0.12 18452 1608.1
## - `7cb7913148_1` 1 0.12 18452 1608.1
## - `4468394575` 1 0.13 18452 1608.1
## - `7734c0c22f` 1 0.16 18452 1608.1
## - `1f222e3669` 1 0.21 18453 1608.2
## - `7cb7913148_3` 1 0.22 18453 1608.2
## - `25bbf0e7e7` 1 0.24 18453 1608.2
## - `8de0382f02` 1 0.24 18453 1608.2
## - b4112a94a6 1 0.24 18453 1608.2
## - a24802caa5 1 0.29 18453 1608.2
## - `7743f273c2` 1 0.39 18453 1608.3
## - `55cf3f7627` 1 0.42 18453 1608.4
## - `7cb7913148_7` 1 0.50 18453 1608.4
## - `2bc6ab42f7` 1 0.55 18453 1608.5
## - ee2ac696ff 1 0.56 18453 1608.5
## - `12eda2d982` 1 0.58 18453 1608.5
## - `96e6f0be58` 1 0.58 18453 1608.5
## - b9a487ac3c 1 0.58 18453 1608.5
## - `55907cc1de` 1 0.63 18453 1608.5
## - `77b3b41efa` 1 0.63 18453 1608.5
## - `7cb7913148_6` 1 0.67 18453 1608.6
## - `3df2300fa2` 1 0.71 18453 1608.6
## - `9b6e0b36c2` 1 0.71 18453 1608.6
## - `0342faceb5` 1 0.78 18453 1608.7
## - `789b5244a9` 1 0.79 18453 1608.7
## - ed7e658a27 1 0.81 18453 1608.7
## - `7cb7913148_2` 1 0.89 18453 1608.8
## - fbf66c8021 1 0.92 18453 1608.8
## - c1b8ce2354 1 0.99 18453 1608.9
## - `3eb53ae932` 1 0.99 18453 1608.9
## - `7925993f42` 1 1.25 18454 1609.1
## - `0b846350ef` 1 1.32 18454 1609.2
## - dcfcbc2ea1 1 1.65 18454 1609.5
## - `8311343404` 1 1.74 18454 1609.6
## - ba54a2a637 1 1.91 18454 1609.7
## - `2e874bc151` 1 1.91 18454 1609.7
## - aa69c802b6 1 1.99 18454 1609.8
## <none> 18452 1610.0
## - `3e200bf766` 1 2.77 18455 1610.5
## - `7cb7913148_4` 1 3.05 18455 1610.8
## - `2a457d15d9` 1 3.39 18456 1611.1
## - e5efa4d39a 1 3.57 18456 1611.3
## - bdf934caa7 1 3.66 18456 1611.3
## - `29bbd86997` 1 3.85 18456 1611.5
## - `384bec5dd1_1` 1 4.04 18456 1611.7
## - `173b6590ae` 1 4.16 18456 1611.8
## - `298ed82b22` 1 4.21 18456 1611.8
## + `6516422788` 1 0.02 18452 1612.0
## + `4fc17427c8` 1 0.02 18452 1612.0
## + `7cb7913148_5` 1 0.02 18452 1612.0
## + `072b7e8f27` 1 0.02 18452 1612.0
## + `63bcf89b1d` 1 0.02 18452 1612.0
## + `7841b6a5b1` 1 0.01 18452 1612.0
## + d4d6566f9c 1 0.00 18452 1612.0
## - `56371466d7` 1 4.51 18457 1612.1
## - `96c30c7eef` 1 4.54 18457 1612.1
## - `136c1727c3` 1 4.58 18457 1612.2
## - fe8cdd80ba 1 4.60 18457 1612.2
## - `1fa099bb01` 1 4.78 18457 1612.4
## - `435dec85e2` 1 4.78 18457 1612.4
## - abca7a848f 1 6.33 18459 1613.8
## - ffd1cdcfc1 1 6.59 18459 1614.0
## - `04e7268385` 1 7.09 18459 1614.5
## - `65aed7dc1f` 1 7.65 18460 1615.0
## - f66b98dd69 1 7.89 18460 1615.2
## - `2719b72c0d` 1 8.12 18460 1615.4
## - e7ee22effb 1 8.52 18461 1615.8
## - `98475257f7` 1 8.85 18461 1616.1
## - fe0318e273 1 9.14 18462 1616.4
## - ae08d2297e 1 10.07 18462 1617.2
## - `253eb5ef11` 1 12.91 18465 1619.8
## - `49756d8e0f` 1 16.42 18469 1623.1
## - `60ec1426ce` 1 22.73 18475 1628.9
## - `016399044a` 1 28.84 18481 1634.5
## - c0c3df65b1 1 33.06 18485 1638.4
## - `087235d61e` 1 44.67 18497 1649.0
## - f0a0febd35 1 45.12 18498 1649.4
## - `1f3058af83` 1 50.09 18502 1654.0
## - a14fd026ce 1 66.40 18519 1669.0
## - `87b982928b` 1 69.96 18522 1672.2
## - `7fe6cb4c98` 1 74.76 18527 1676.6
## - f013b60e50 1 92.67 18545 1693.0
## - `5f360995ef` 1 103.76 18556 1703.2
## - ea0f4a32e3 1 126.72 18579 1724.2
## - `174825d438` 1 139.07 18591 1735.5
## - `8c2e088a3d` 1 216.25 18669 1805.8
## - `8f5f7c556a` 1 219.13 18672 1808.4
## - `2d7fe4693a` 1 226.66 18679 1815.3
## - e0a0772df0 1 310.47 18763 1891.3
## - d2c775fa99 1 332.19 18784 1910.9
## - beb6e17af1 1 496.64 18949 2058.9
## - `5b862c0a8f` 1 509.67 18962 2070.6
## - `9a575e82a4_1` 1 547.13 19000 2104.1
## - `06888ceac9_1` 1 616.80 19069 2166.3
## - `6db53d265a` 1 651.55 19104 2197.2
## - e86a2190c1 1 757.65 19210 2291.2
## - aee1e4fc85 1 763.90 19216 2296.8
##
## Step: AIC=1608
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `1fa099bb01` + `435dec85e2` + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## d035af6ffa + fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + a24802caa5 +
## `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 + `4468394575` +
## b9a487ac3c + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` + aa69c802b6 +
## `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - d035af6ffa 1 0.03 18452 1606.0
## - b709f75447 1 0.03 18452 1606.0
## - `99d44111c9` 1 0.03 18452 1606.0
## - c58f611921 1 0.03 18452 1606.0
## - `0e2ab0831c` 1 0.04 18452 1606.0
## - fdf8628ca7 1 0.06 18452 1606.0
## - `20f1afc5c7` 1 0.10 18452 1606.1
## - `779d13189e` 1 0.12 18452 1606.1
## - `8a21502326` 1 0.12 18452 1606.1
## - `7cb7913148_1` 1 0.12 18452 1606.1
## - `4468394575` 1 0.13 18452 1606.1
## - `7734c0c22f` 1 0.16 18452 1606.1
## - `1f222e3669` 1 0.21 18453 1606.2
## - `7cb7913148_3` 1 0.22 18453 1606.2
## - `25bbf0e7e7` 1 0.24 18453 1606.2
## - `8de0382f02` 1 0.24 18453 1606.2
## - b4112a94a6 1 0.24 18453 1606.2
## - a24802caa5 1 0.29 18453 1606.3
## - `7743f273c2` 1 0.39 18453 1606.4
## - `55cf3f7627` 1 0.42 18453 1606.4
## - `7cb7913148_7` 1 0.50 18453 1606.5
## - `2bc6ab42f7` 1 0.55 18453 1606.5
## - ee2ac696ff 1 0.56 18453 1606.5
## - `12eda2d982` 1 0.58 18453 1606.5
## - b9a487ac3c 1 0.58 18453 1606.5
## - `96e6f0be58` 1 0.59 18453 1606.5
## - `55907cc1de` 1 0.60 18453 1606.5
## - `77b3b41efa` 1 0.63 18453 1606.6
## - `7cb7913148_6` 1 0.67 18453 1606.6
## - `9b6e0b36c2` 1 0.71 18453 1606.7
## - `3df2300fa2` 1 0.71 18453 1606.7
## - `0342faceb5` 1 0.78 18453 1606.7
## - `789b5244a9` 1 0.80 18453 1606.7
## - ed7e658a27 1 0.81 18453 1606.8
## - `7cb7913148_2` 1 0.89 18453 1606.8
## - fbf66c8021 1 0.92 18453 1606.8
## - c1b8ce2354 1 0.99 18453 1606.9
## - `3eb53ae932` 1 0.99 18453 1606.9
## - `7925993f42` 1 1.25 18454 1607.2
## - `0b846350ef` 1 1.32 18454 1607.2
## - dcfcbc2ea1 1 1.65 18454 1607.5
## - `8311343404` 1 1.74 18454 1607.6
## - ba54a2a637 1 1.90 18454 1607.8
## - `2e874bc151` 1 1.92 18454 1607.8
## - aa69c802b6 1 1.99 18454 1607.8
## <none> 18452 1608.0
## - `3e200bf766` 1 2.76 18455 1608.5
## - `7cb7913148_4` 1 3.05 18455 1608.8
## - `2a457d15d9` 1 3.39 18456 1609.1
## - e5efa4d39a 1 3.57 18456 1609.3
## - bdf934caa7 1 3.66 18456 1609.4
## - `29bbd86997` 1 3.85 18456 1609.5
## - `384bec5dd1_1` 1 4.05 18456 1609.7
## - `173b6590ae` 1 4.16 18456 1609.8
## - `298ed82b22` 1 4.21 18457 1609.9
## + ac826f0013 1 0.03 18452 1610.0
## + `4fc17427c8` 1 0.02 18452 1610.0
## + `6516422788` 1 0.02 18452 1610.0
## + `7cb7913148_5` 1 0.02 18452 1610.0
## + `072b7e8f27` 1 0.02 18452 1610.0
## + `63bcf89b1d` 1 0.02 18452 1610.0
## + `7841b6a5b1` 1 0.01 18452 1610.0
## + d4d6566f9c 1 0.00 18452 1610.0
## - `56371466d7` 1 4.51 18457 1610.2
## - `96c30c7eef` 1 4.53 18457 1610.2
## - `136c1727c3` 1 4.58 18457 1610.2
## - fe8cdd80ba 1 4.59 18457 1610.2
## - `1fa099bb01` 1 4.78 18457 1610.4
## - `435dec85e2` 1 4.79 18457 1610.4
## - abca7a848f 1 6.33 18459 1611.8
## - ffd1cdcfc1 1 6.58 18459 1612.0
## - `04e7268385` 1 7.08 18460 1612.5
## - `65aed7dc1f` 1 7.65 18460 1613.0
## - f66b98dd69 1 7.90 18460 1613.3
## - `2719b72c0d` 1 8.12 18460 1613.5
## - e7ee22effb 1 8.53 18461 1613.8
## - `98475257f7` 1 8.84 18461 1614.1
## - fe0318e273 1 9.17 18462 1614.4
## - ae08d2297e 1 10.06 18462 1615.2
## - `253eb5ef11` 1 12.91 18465 1617.9
## - `49756d8e0f` 1 16.43 18469 1621.1
## - `60ec1426ce` 1 22.73 18475 1626.9
## - `016399044a` 1 28.83 18481 1632.5
## - c0c3df65b1 1 33.06 18485 1636.4
## - `087235d61e` 1 44.66 18497 1647.0
## - f0a0febd35 1 45.15 18498 1647.5
## - `1f3058af83` 1 50.09 18502 1652.0
## - a14fd026ce 1 66.38 18519 1667.0
## - `87b982928b` 1 69.98 18522 1670.3
## - `7fe6cb4c98` 1 74.75 18527 1674.7
## - f013b60e50 1 92.68 18545 1691.1
## - `5f360995ef` 1 103.75 18556 1701.2
## - ea0f4a32e3 1 126.78 18579 1722.3
## - `174825d438` 1 139.05 18591 1733.5
## - `8c2e088a3d` 1 216.25 18669 1803.8
## - `8f5f7c556a` 1 219.20 18672 1806.5
## - `2d7fe4693a` 1 226.64 18679 1813.3
## - e0a0772df0 1 310.44 18763 1889.3
## - d2c775fa99 1 332.16 18784 1908.9
## - beb6e17af1 1 496.64 18949 2057.0
## - `5b862c0a8f` 1 509.65 18962 2068.6
## - `9a575e82a4_1` 1 547.21 19000 2102.2
## - `06888ceac9_1` 1 617.60 19070 2165.0
## - `6db53d265a` 1 651.52 19104 2195.2
## - e86a2190c1 1 757.63 19210 2289.2
## - aee1e4fc85 1 763.89 19216 2294.8
##
## Step: AIC=1606.03
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `1fa099bb01` + `435dec85e2` + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + a24802caa5 + `12eda2d982` +
## c58f611921 + `99d44111c9` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + `779d13189e` + `0342faceb5` + ba54a2a637 +
## `7925993f42` + `7734c0c22f` + b709f75447 + `4468394575` +
## b9a487ac3c + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` + aa69c802b6 +
## `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - b709f75447 1 0.03 18452 1604.1
## - `99d44111c9` 1 0.03 18452 1604.1
## - c58f611921 1 0.03 18452 1604.1
## - `0e2ab0831c` 1 0.04 18452 1604.1
## - fdf8628ca7 1 0.06 18452 1604.1
## - `20f1afc5c7` 1 0.09 18452 1604.1
## - `779d13189e` 1 0.12 18452 1604.1
## - `8a21502326` 1 0.12 18452 1604.1
## - `7cb7913148_1` 1 0.12 18452 1604.1
## - `4468394575` 1 0.13 18452 1604.1
## - `7734c0c22f` 1 0.16 18453 1604.2
## - `7cb7913148_3` 1 0.22 18453 1604.2
## - `25bbf0e7e7` 1 0.24 18453 1604.2
## - `8de0382f02` 1 0.24 18453 1604.2
## - b4112a94a6 1 0.24 18453 1604.2
## - a24802caa5 1 0.29 18453 1604.3
## - `7743f273c2` 1 0.39 18453 1604.4
## - `55cf3f7627` 1 0.42 18453 1604.4
## - `7cb7913148_7` 1 0.50 18453 1604.5
## - `2bc6ab42f7` 1 0.55 18453 1604.5
## - ee2ac696ff 1 0.56 18453 1604.5
## - b9a487ac3c 1 0.58 18453 1604.6
## - `12eda2d982` 1 0.59 18453 1604.6
## - `96e6f0be58` 1 0.59 18453 1604.6
## - `55907cc1de` 1 0.60 18453 1604.6
## - `77b3b41efa` 1 0.63 18453 1604.6
## - `7cb7913148_6` 1 0.67 18453 1604.6
## - `9b6e0b36c2` 1 0.71 18453 1604.7
## - `3df2300fa2` 1 0.71 18453 1604.7
## - `0342faceb5` 1 0.78 18453 1604.7
## - `789b5244a9` 1 0.79 18453 1604.8
## - ed7e658a27 1 0.81 18453 1604.8
## - `7cb7913148_2` 1 0.89 18453 1604.8
## - fbf66c8021 1 0.92 18453 1604.9
## - c1b8ce2354 1 0.99 18453 1604.9
## - `3eb53ae932` 1 0.99 18453 1604.9
## - `7925993f42` 1 1.25 18454 1605.2
## - `0b846350ef` 1 1.32 18454 1605.2
## - dcfcbc2ea1 1 1.64 18454 1605.5
## - `8311343404` 1 1.74 18454 1605.6
## - ba54a2a637 1 1.90 18454 1605.8
## - `2e874bc151` 1 1.92 18454 1605.8
## - aa69c802b6 1 1.99 18454 1605.8
## <none> 18452 1606.0
## - `3e200bf766` 1 2.76 18455 1606.6
## - `7cb7913148_4` 1 3.06 18456 1606.8
## - `2a457d15d9` 1 3.39 18456 1607.1
## - e5efa4d39a 1 3.57 18456 1607.3
## - bdf934caa7 1 3.66 18456 1607.4
## - `29bbd86997` 1 3.85 18456 1607.6
## - `384bec5dd1_1` 1 4.05 18456 1607.8
## - `173b6590ae` 1 4.16 18457 1607.9
## - `298ed82b22` 1 4.22 18457 1607.9
## + d035af6ffa 1 0.03 18452 1608.0
## + ac826f0013 1 0.03 18452 1608.0
## + `4fc17427c8` 1 0.02 18452 1608.0
## + `7cb7913148_5` 1 0.02 18452 1608.0
## + `6516422788` 1 0.02 18452 1608.0
## + `072b7e8f27` 1 0.02 18452 1608.0
## + `63bcf89b1d` 1 0.02 18452 1608.0
## + `7841b6a5b1` 1 0.01 18452 1608.0
## + d4d6566f9c 1 0.00 18452 1608.0
## - `56371466d7` 1 4.51 18457 1608.2
## - `96c30c7eef` 1 4.54 18457 1608.2
## - `136c1727c3` 1 4.58 18457 1608.2
## - fe8cdd80ba 1 4.59 18457 1608.2
## - `1fa099bb01` 1 4.79 18457 1608.4
## - `435dec85e2` 1 4.79 18457 1608.4
## - `1f222e3669` 1 5.78 18458 1609.3
## - abca7a848f 1 6.31 18459 1609.8
## - ffd1cdcfc1 1 6.59 18459 1610.1
## - `04e7268385` 1 7.09 18460 1610.5
## - `65aed7dc1f` 1 7.64 18460 1611.1
## - f66b98dd69 1 7.91 18460 1611.3
## - `2719b72c0d` 1 8.13 18460 1611.5
## - e7ee22effb 1 8.52 18461 1611.9
## - `98475257f7` 1 8.85 18461 1612.2
## - fe0318e273 1 9.16 18462 1612.5
## - ae08d2297e 1 10.05 18462 1613.3
## - `253eb5ef11` 1 12.91 18465 1615.9
## - `49756d8e0f` 1 16.44 18469 1619.2
## - `60ec1426ce` 1 22.74 18475 1624.9
## - `016399044a` 1 28.83 18481 1630.5
## - c0c3df65b1 1 33.07 18486 1634.4
## - `087235d61e` 1 44.65 18497 1645.1
## - f0a0febd35 1 45.14 18498 1645.5
## - `1f3058af83` 1 50.11 18502 1650.1
## - a14fd026ce 1 66.41 18519 1665.0
## - `87b982928b` 1 70.00 18522 1668.3
## - `7fe6cb4c98` 1 74.80 18527 1672.7
## - f013b60e50 1 92.66 18545 1689.1
## - `5f360995ef` 1 103.74 18556 1699.2
## - ea0f4a32e3 1 126.75 18579 1720.3
## - `174825d438` 1 139.06 18592 1731.5
## - `8c2e088a3d` 1 216.22 18669 1801.8
## - `8f5f7c556a` 1 219.20 18672 1804.5
## - `2d7fe4693a` 1 226.67 18679 1811.3
## - e0a0772df0 1 310.45 18763 1887.3
## - d2c775fa99 1 332.21 18785 1907.0
## - beb6e17af1 1 496.61 18949 2055.0
## - `5b862c0a8f` 1 509.67 18962 2066.7
## - `9a575e82a4_1` 1 547.20 19000 2100.2
## - `06888ceac9_1` 1 617.63 19070 2163.1
## - `6db53d265a` 1 651.64 19104 2193.3
## - e86a2190c1 1 757.76 19210 2287.4
## - aee1e4fc85 1 764.06 19216 2293.0
##
## Step: AIC=1604.06
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `1fa099bb01` + `435dec85e2` + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + a24802caa5 + `12eda2d982` +
## c58f611921 + `99d44111c9` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + `779d13189e` + `0342faceb5` + ba54a2a637 +
## `7925993f42` + `7734c0c22f` + `4468394575` + b9a487ac3c +
## ee2ac696ff + `55cf3f7627` + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `99d44111c9` 1 0.03 18452 1602.1
## - c58f611921 1 0.03 18452 1602.1
## - `0e2ab0831c` 1 0.04 18452 1602.1
## - fdf8628ca7 1 0.06 18452 1602.1
## - `20f1afc5c7` 1 0.09 18452 1602.1
## - `8a21502326` 1 0.12 18452 1602.2
## - `779d13189e` 1 0.12 18452 1602.2
## - `7cb7913148_1` 1 0.12 18453 1602.2
## - `4468394575` 1 0.13 18453 1602.2
## - `7734c0c22f` 1 0.16 18453 1602.2
## - `7cb7913148_3` 1 0.22 18453 1602.3
## - `25bbf0e7e7` 1 0.24 18453 1602.3
## - `8de0382f02` 1 0.24 18453 1602.3
## - b4112a94a6 1 0.24 18453 1602.3
## - a24802caa5 1 0.29 18453 1602.3
## - `7743f273c2` 1 0.39 18453 1602.4
## - `55cf3f7627` 1 0.42 18453 1602.4
## - `7cb7913148_7` 1 0.50 18453 1602.5
## - `2bc6ab42f7` 1 0.55 18453 1602.6
## - ee2ac696ff 1 0.56 18453 1602.6
## - b9a487ac3c 1 0.58 18453 1602.6
## - `12eda2d982` 1 0.58 18453 1602.6
## - `96e6f0be58` 1 0.59 18453 1602.6
## - `55907cc1de` 1 0.60 18453 1602.6
## - `77b3b41efa` 1 0.63 18453 1602.6
## - `7cb7913148_6` 1 0.67 18453 1602.7
## - `9b6e0b36c2` 1 0.71 18453 1602.7
## - `3df2300fa2` 1 0.71 18453 1602.7
## - `0342faceb5` 1 0.78 18453 1602.8
## - `789b5244a9` 1 0.79 18453 1602.8
## - ed7e658a27 1 0.81 18453 1602.8
## - `7cb7913148_2` 1 0.89 18453 1602.9
## - fbf66c8021 1 0.91 18453 1602.9
## - c1b8ce2354 1 0.98 18453 1603.0
## - `3eb53ae932` 1 0.98 18453 1603.0
## - `7925993f42` 1 1.25 18454 1603.2
## - `0b846350ef` 1 1.32 18454 1603.3
## - dcfcbc2ea1 1 1.65 18454 1603.6
## - `8311343404` 1 1.74 18454 1603.7
## - ba54a2a637 1 1.90 18454 1603.8
## - `2e874bc151` 1 1.92 18454 1603.8
## - aa69c802b6 1 1.99 18454 1603.9
## <none> 18452 1604.1
## - `3e200bf766` 1 2.76 18455 1604.6
## - `7cb7913148_4` 1 3.06 18456 1604.9
## - `2a457d15d9` 1 3.39 18456 1605.2
## - e5efa4d39a 1 3.57 18456 1605.3
## - bdf934caa7 1 3.66 18456 1605.4
## - `29bbd86997` 1 3.85 18456 1605.6
## - `384bec5dd1_1` 1 4.06 18456 1605.8
## - `173b6590ae` 1 4.16 18457 1605.9
## - `298ed82b22` 1 4.21 18457 1605.9
## + b709f75447 1 0.03 18452 1606.0
## + d035af6ffa 1 0.03 18452 1606.0
## + ac826f0013 1 0.03 18452 1606.0
## + `4fc17427c8` 1 0.02 18452 1606.0
## + `7cb7913148_5` 1 0.02 18452 1606.0
## + `6516422788` 1 0.02 18452 1606.0
## + `072b7e8f27` 1 0.02 18452 1606.0
## + `63bcf89b1d` 1 0.02 18452 1606.0
## + `7841b6a5b1` 1 0.01 18452 1606.0
## + d4d6566f9c 1 0.00 18452 1606.0
## - `56371466d7` 1 4.51 18457 1606.2
## - `96c30c7eef` 1 4.54 18457 1606.2
## - `136c1727c3` 1 4.58 18457 1606.3
## - fe8cdd80ba 1 4.59 18457 1606.3
## - `1fa099bb01` 1 4.78 18457 1606.5
## - `435dec85e2` 1 4.79 18457 1606.5
## - `1f222e3669` 1 5.78 18458 1607.4
## - abca7a848f 1 6.31 18459 1607.9
## - ffd1cdcfc1 1 6.59 18459 1608.1
## - `04e7268385` 1 7.09 18460 1608.6
## - `65aed7dc1f` 1 7.64 18460 1609.1
## - f66b98dd69 1 7.91 18460 1609.3
## - `2719b72c0d` 1 8.14 18461 1609.5
## - e7ee22effb 1 8.53 18461 1609.9
## - `98475257f7` 1 8.86 18461 1610.2
## - fe0318e273 1 9.16 18462 1610.5
## - ae08d2297e 1 10.05 18462 1611.3
## - `253eb5ef11` 1 12.91 18465 1613.9
## - `49756d8e0f` 1 16.47 18469 1617.2
## - `60ec1426ce` 1 22.73 18475 1623.0
## - `016399044a` 1 28.85 18481 1628.6
## - c0c3df65b1 1 33.05 18486 1632.4
## - `087235d61e` 1 44.64 18497 1643.1
## - f0a0febd35 1 45.13 18498 1643.5
## - `1f3058af83` 1 50.12 18503 1648.1
## - a14fd026ce 1 66.39 18519 1663.0
## - `87b982928b` 1 70.02 18522 1666.4
## - `7fe6cb4c98` 1 74.82 18527 1670.8
## - f013b60e50 1 92.68 18545 1687.1
## - `5f360995ef` 1 103.75 18556 1697.3
## - ea0f4a32e3 1 126.73 18579 1718.3
## - `174825d438` 1 139.03 18592 1729.5
## - `8c2e088a3d` 1 216.24 18669 1799.9
## - `8f5f7c556a` 1 219.21 18672 1802.6
## - `2d7fe4693a` 1 226.72 18679 1809.4
## - e0a0772df0 1 310.44 18763 1885.3
## - d2c775fa99 1 332.21 18785 1905.0
## - beb6e17af1 1 496.66 18949 2053.0
## - `5b862c0a8f` 1 509.72 18962 2064.7
## - `9a575e82a4_1` 1 547.20 19000 2098.3
## - `06888ceac9_1` 1 617.65 19070 2161.1
## - `6db53d265a` 1 651.72 19104 2191.4
## - e86a2190c1 1 757.73 19210 2285.4
## - aee1e4fc85 1 764.11 19216 2291.0
##
## Step: AIC=1602.09
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `1fa099bb01` + `435dec85e2` + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + a24802caa5 + `12eda2d982` +
## c58f611921 + `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` +
## `779d13189e` + `0342faceb5` + ba54a2a637 + `7925993f42` +
## `7734c0c22f` + `4468394575` + b9a487ac3c + ee2ac696ff + `55cf3f7627` +
## `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `0e2ab0831c` 1 0.04 18452 1600.1
## - fdf8628ca7 1 0.06 18452 1600.1
## - `20f1afc5c7` 1 0.09 18453 1600.2
## - `8a21502326` 1 0.11 18453 1600.2
## - `779d13189e` 1 0.12 18453 1600.2
## - `7cb7913148_1` 1 0.12 18453 1600.2
## - `4468394575` 1 0.13 18453 1600.2
## - `7734c0c22f` 1 0.16 18453 1600.2
## - `7cb7913148_3` 1 0.22 18453 1600.3
## - `25bbf0e7e7` 1 0.24 18453 1600.3
## - `8de0382f02` 1 0.24 18453 1600.3
## - b4112a94a6 1 0.24 18453 1600.3
## - a24802caa5 1 0.29 18453 1600.3
## - `7743f273c2` 1 0.39 18453 1600.5
## - `55cf3f7627` 1 0.42 18453 1600.5
## - `7cb7913148_7` 1 0.49 18453 1600.5
## - `2bc6ab42f7` 1 0.55 18453 1600.6
## - ee2ac696ff 1 0.56 18453 1600.6
## - `12eda2d982` 1 0.58 18453 1600.6
## - `96e6f0be58` 1 0.58 18453 1600.6
## - b9a487ac3c 1 0.58 18453 1600.6
## - `55907cc1de` 1 0.60 18453 1600.6
## - `77b3b41efa` 1 0.63 18453 1600.7
## - `7cb7913148_6` 1 0.67 18453 1600.7
## - `3df2300fa2` 1 0.71 18453 1600.7
## - `9b6e0b36c2` 1 0.71 18453 1600.7
## - `0342faceb5` 1 0.78 18453 1600.8
## - `789b5244a9` 1 0.79 18453 1600.8
## - ed7e658a27 1 0.81 18453 1600.8
## - `7cb7913148_2` 1 0.89 18453 1600.9
## - fbf66c8021 1 0.91 18453 1600.9
## - c1b8ce2354 1 0.99 18454 1601.0
## - `3eb53ae932` 1 0.99 18454 1601.0
## - `7925993f42` 1 1.25 18454 1601.2
## - `0b846350ef` 1 1.32 18454 1601.3
## - dcfcbc2ea1 1 1.66 18454 1601.6
## - `8311343404` 1 1.74 18454 1601.7
## - ba54a2a637 1 1.90 18454 1601.8
## - `2e874bc151` 1 1.92 18454 1601.9
## - aa69c802b6 1 1.98 18454 1601.9
## <none> 18452 1602.1
## - `3e200bf766` 1 2.76 18455 1602.6
## - `7cb7913148_4` 1 3.06 18456 1602.9
## - `2a457d15d9` 1 3.39 18456 1603.2
## - e5efa4d39a 1 3.57 18456 1603.4
## - bdf934caa7 1 3.67 18456 1603.5
## - `29bbd86997` 1 3.85 18456 1603.6
## - `384bec5dd1_1` 1 4.08 18456 1603.8
## - `173b6590ae` 1 4.15 18457 1603.9
## - `298ed82b22` 1 4.21 18457 1604.0
## + `99d44111c9` 1 0.03 18452 1604.1
## + b709f75447 1 0.03 18452 1604.1
## + d035af6ffa 1 0.03 18452 1604.1
## + ac826f0013 1 0.03 18452 1604.1
## + `4fc17427c8` 1 0.02 18452 1604.1
## + `7cb7913148_5` 1 0.02 18452 1604.1
## + `6516422788` 1 0.02 18452 1604.1
## + `072b7e8f27` 1 0.02 18452 1604.1
## + `63bcf89b1d` 1 0.02 18452 1604.1
## + `7841b6a5b1` 1 0.01 18452 1604.1
## + d4d6566f9c 1 0.00 18452 1604.1
## - `56371466d7` 1 4.52 18457 1604.2
## - `96c30c7eef` 1 4.54 18457 1604.3
## - fe8cdd80ba 1 4.58 18457 1604.3
## - `136c1727c3` 1 4.59 18457 1604.3
## - `1fa099bb01` 1 4.77 18457 1604.5
## - `435dec85e2` 1 4.79 18457 1604.5
## - `1f222e3669` 1 5.78 18458 1605.4
## - c58f611921 1 6.25 18459 1605.8
## - abca7a848f 1 6.32 18459 1605.9
## - ffd1cdcfc1 1 6.57 18459 1606.1
## - `04e7268385` 1 7.09 18460 1606.6
## - `65aed7dc1f` 1 7.64 18460 1607.1
## - f66b98dd69 1 7.90 18460 1607.4
## - `2719b72c0d` 1 8.13 18461 1607.6
## - e7ee22effb 1 8.52 18461 1607.9
## - `98475257f7` 1 8.85 18461 1608.2
## - fe0318e273 1 9.16 18462 1608.5
## - ae08d2297e 1 10.05 18462 1609.3
## - `253eb5ef11` 1 12.93 18465 1612.0
## - `49756d8e0f` 1 16.45 18469 1615.2
## - `60ec1426ce` 1 22.73 18475 1621.0
## - `016399044a` 1 28.85 18481 1626.6
## - c0c3df65b1 1 33.11 18486 1630.5
## - `087235d61e` 1 44.65 18497 1641.1
## - f0a0febd35 1 45.13 18498 1641.6
## - `1f3058af83` 1 50.13 18503 1646.2
## - a14fd026ce 1 66.38 18519 1661.1
## - `87b982928b` 1 70.01 18522 1664.4
## - `7fe6cb4c98` 1 74.81 18527 1668.8
## - f013b60e50 1 92.71 18545 1685.2
## - `5f360995ef` 1 103.73 18556 1695.3
## - ea0f4a32e3 1 126.74 18579 1716.3
## - `174825d438` 1 139.02 18592 1727.5
## - `8c2e088a3d` 1 216.34 18669 1798.0
## - `8f5f7c556a` 1 219.21 18672 1800.6
## - `2d7fe4693a` 1 226.73 18679 1807.5
## - e0a0772df0 1 310.49 18763 1883.4
## - d2c775fa99 1 332.25 18785 1903.1
## - beb6e17af1 1 496.62 18949 2051.0
## - `5b862c0a8f` 1 509.69 18962 2062.8
## - `9a575e82a4_1` 1 547.19 19000 2096.3
## - `06888ceac9_1` 1 617.62 19070 2159.1
## - `6db53d265a` 1 652.03 19104 2189.7
## - e86a2190c1 1 757.77 19210 2283.4
## - aee1e4fc85 1 764.10 19217 2289.1
##
## Step: AIC=1600.12
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `1fa099bb01` + `435dec85e2` + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + a24802caa5 + `12eda2d982` +
## c58f611921 + `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` +
## `779d13189e` + `0342faceb5` + ba54a2a637 + `7925993f42` +
## `7734c0c22f` + `4468394575` + b9a487ac3c + ee2ac696ff + `55cf3f7627` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - fdf8628ca7 1 0.06 18453 1598.2
## - `20f1afc5c7` 1 0.09 18453 1598.2
## - `8a21502326` 1 0.11 18453 1598.2
## - `779d13189e` 1 0.12 18453 1598.2
## - `7cb7913148_1` 1 0.12 18453 1598.2
## - `4468394575` 1 0.13 18453 1598.2
## - `7734c0c22f` 1 0.16 18453 1598.3
## - `7cb7913148_3` 1 0.22 18453 1598.3
## - `25bbf0e7e7` 1 0.24 18453 1598.3
## - `8de0382f02` 1 0.24 18453 1598.3
## - b4112a94a6 1 0.24 18453 1598.3
## - a24802caa5 1 0.28 18453 1598.4
## - `7743f273c2` 1 0.39 18453 1598.5
## - `55cf3f7627` 1 0.42 18453 1598.5
## - `7cb7913148_7` 1 0.49 18453 1598.6
## - `2bc6ab42f7` 1 0.55 18453 1598.6
## - ee2ac696ff 1 0.57 18453 1598.6
## - `12eda2d982` 1 0.58 18453 1598.7
## - `96e6f0be58` 1 0.58 18453 1598.7
## - b9a487ac3c 1 0.58 18453 1598.7
## - `55907cc1de` 1 0.60 18453 1598.7
## - `77b3b41efa` 1 0.63 18453 1598.7
## - `7cb7913148_6` 1 0.67 18453 1598.7
## - `3df2300fa2` 1 0.71 18453 1598.8
## - `9b6e0b36c2` 1 0.71 18453 1598.8
## - `0342faceb5` 1 0.78 18453 1598.8
## - `789b5244a9` 1 0.79 18453 1598.8
## - ed7e658a27 1 0.80 18453 1598.9
## - `7cb7913148_2` 1 0.89 18453 1598.9
## - fbf66c8021 1 0.91 18453 1599.0
## - c1b8ce2354 1 0.99 18454 1599.0
## - `3eb53ae932` 1 0.99 18454 1599.0
## - `7925993f42` 1 1.25 18454 1599.3
## - `0b846350ef` 1 1.32 18454 1599.3
## - dcfcbc2ea1 1 1.66 18454 1599.6
## - `8311343404` 1 1.75 18454 1599.7
## - ba54a2a637 1 1.90 18454 1599.9
## - `2e874bc151` 1 1.92 18454 1599.9
## - aa69c802b6 1 1.98 18454 1600.0
## <none> 18452 1600.1
## - `3e200bf766` 1 2.76 18455 1600.7
## - `7cb7913148_4` 1 3.05 18456 1600.9
## - `2a457d15d9` 1 3.39 18456 1601.2
## - e5efa4d39a 1 3.57 18456 1601.4
## - bdf934caa7 1 3.67 18456 1601.5
## - `29bbd86997` 1 3.85 18456 1601.7
## - `384bec5dd1_1` 1 4.06 18457 1601.9
## - `173b6590ae` 1 4.15 18457 1601.9
## - `298ed82b22` 1 4.20 18457 1602.0
## + `0e2ab0831c` 1 0.04 18452 1602.1
## + `99d44111c9` 1 0.03 18452 1602.1
## + b709f75447 1 0.03 18452 1602.1
## + d035af6ffa 1 0.03 18452 1602.1
## + ac826f0013 1 0.03 18452 1602.1
## + `4fc17427c8` 1 0.02 18452 1602.1
## + `7cb7913148_5` 1 0.02 18452 1602.1
## + `6516422788` 1 0.02 18452 1602.1
## + `072b7e8f27` 1 0.02 18452 1602.1
## + `63bcf89b1d` 1 0.02 18452 1602.1
## + `7841b6a5b1` 1 0.01 18452 1602.1
## + d4d6566f9c 1 0.00 18452 1602.1
## - `56371466d7` 1 4.51 18457 1602.3
## - `96c30c7eef` 1 4.55 18457 1602.3
## - fe8cdd80ba 1 4.58 18457 1602.3
## - `136c1727c3` 1 4.58 18457 1602.3
## - `1fa099bb01` 1 4.77 18457 1602.5
## - `435dec85e2` 1 4.79 18457 1602.5
## - `1f222e3669` 1 5.78 18458 1603.4
## - c58f611921 1 6.25 18459 1603.9
## - abca7a848f 1 6.32 18459 1603.9
## - ffd1cdcfc1 1 6.57 18459 1604.2
## - `04e7268385` 1 7.08 18460 1604.6
## - `65aed7dc1f` 1 7.64 18460 1605.2
## - f66b98dd69 1 7.90 18460 1605.4
## - `2719b72c0d` 1 8.13 18461 1605.6
## - e7ee22effb 1 8.53 18461 1606.0
## - `98475257f7` 1 8.86 18461 1606.3
## - fe0318e273 1 9.16 18462 1606.5
## - ae08d2297e 1 10.05 18463 1607.4
## - `253eb5ef11` 1 12.93 18465 1610.0
## - `49756d8e0f` 1 16.43 18469 1613.2
## - `60ec1426ce` 1 22.78 18475 1619.1
## - `016399044a` 1 28.85 18481 1624.6
## - c0c3df65b1 1 33.16 18486 1628.6
## - `087235d61e` 1 44.64 18497 1639.1
## - f0a0febd35 1 45.14 18498 1639.6
## - `1f3058af83` 1 50.14 18503 1644.2
## - a14fd026ce 1 66.36 18519 1659.1
## - `87b982928b` 1 70.00 18522 1662.4
## - `7fe6cb4c98` 1 74.81 18527 1666.8
## - f013b60e50 1 92.75 18545 1683.2
## - `5f360995ef` 1 103.69 18556 1693.3
## - ea0f4a32e3 1 126.80 18579 1714.4
## - `174825d438` 1 138.99 18592 1725.5
## - `8c2e088a3d` 1 216.36 18669 1796.1
## - `8f5f7c556a` 1 219.21 18672 1798.7
## - `2d7fe4693a` 1 226.69 18679 1805.5
## - e0a0772df0 1 310.49 18763 1881.5
## - d2c775fa99 1 332.22 18785 1901.1
## - beb6e17af1 1 496.89 18949 2049.3
## - `5b862c0a8f` 1 509.68 18962 2060.8
## - `9a575e82a4_1` 1 547.17 19000 2094.3
## - `06888ceac9_1` 1 617.81 19070 2157.3
## - `6db53d265a` 1 652.01 19104 2187.7
## - e86a2190c1 1 757.75 19210 2281.5
## - aee1e4fc85 1 764.07 19217 2287.1
##
## Step: AIC=1598.17
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `1fa099bb01` + `435dec85e2` + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + a24802caa5 + `12eda2d982` + c58f611921 + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ba54a2a637 + `7925993f42` + `7734c0c22f` + `4468394575` +
## b9a487ac3c + ee2ac696ff + `55cf3f7627` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `20f1afc5c7` 1 0.09 18453 1596.3
## - `8a21502326` 1 0.11 18453 1596.3
## - `779d13189e` 1 0.11 18453 1596.3
## - `7cb7913148_1` 1 0.12 18453 1596.3
## - `4468394575` 1 0.13 18453 1596.3
## - `7734c0c22f` 1 0.16 18453 1596.3
## - `7cb7913148_3` 1 0.22 18453 1596.4
## - `25bbf0e7e7` 1 0.24 18453 1596.4
## - `8de0382f02` 1 0.24 18453 1596.4
## - b4112a94a6 1 0.24 18453 1596.4
## - a24802caa5 1 0.29 18453 1596.4
## - `7743f273c2` 1 0.39 18453 1596.5
## - `55cf3f7627` 1 0.42 18453 1596.6
## - `7cb7913148_7` 1 0.49 18453 1596.6
## - `2bc6ab42f7` 1 0.55 18453 1596.7
## - ee2ac696ff 1 0.57 18453 1596.7
## - `12eda2d982` 1 0.58 18453 1596.7
## - `96e6f0be58` 1 0.58 18453 1596.7
## - b9a487ac3c 1 0.59 18453 1596.7
## - `55907cc1de` 1 0.60 18453 1596.7
## - `77b3b41efa` 1 0.63 18453 1596.8
## - `7cb7913148_6` 1 0.67 18453 1596.8
## - `3df2300fa2` 1 0.70 18453 1596.8
## - `9b6e0b36c2` 1 0.72 18453 1596.8
## - `0342faceb5` 1 0.77 18453 1596.9
## - `789b5244a9` 1 0.79 18453 1596.9
## - ed7e658a27 1 0.81 18453 1596.9
## - `7cb7913148_2` 1 0.89 18454 1597.0
## - fbf66c8021 1 0.91 18454 1597.0
## - c1b8ce2354 1 0.99 18454 1597.1
## - `3eb53ae932` 1 0.99 18454 1597.1
## - `7925993f42` 1 1.25 18454 1597.3
## - `0b846350ef` 1 1.32 18454 1597.4
## - dcfcbc2ea1 1 1.66 18454 1597.7
## - `8311343404` 1 1.75 18454 1597.8
## - ba54a2a637 1 1.91 18454 1597.9
## - `2e874bc151` 1 1.92 18454 1597.9
## - aa69c802b6 1 1.98 18454 1598.0
## <none> 18453 1598.2
## - `3e200bf766` 1 2.76 18455 1598.7
## - `7cb7913148_4` 1 3.06 18456 1599.0
## - `2a457d15d9` 1 3.39 18456 1599.3
## - e5efa4d39a 1 3.58 18456 1599.5
## - bdf934caa7 1 3.68 18456 1599.5
## - `29bbd86997` 1 3.85 18456 1599.7
## - `384bec5dd1_1` 1 4.07 18457 1599.9
## - `173b6590ae` 1 4.15 18457 1600.0
## - `298ed82b22` 1 4.21 18457 1600.0
## + fdf8628ca7 1 0.06 18452 1600.1
## + `0e2ab0831c` 1 0.04 18452 1600.1
## + `99d44111c9` 1 0.03 18452 1600.1
## + b709f75447 1 0.03 18452 1600.1
## + d035af6ffa 1 0.03 18452 1600.2
## + ac826f0013 1 0.03 18452 1600.2
## + `7cb7913148_5` 1 0.02 18452 1600.2
## + `4fc17427c8` 1 0.02 18452 1600.2
## + `6516422788` 1 0.02 18452 1600.2
## + `072b7e8f27` 1 0.02 18452 1600.2
## + `63bcf89b1d` 1 0.02 18452 1600.2
## + `7841b6a5b1` 1 0.01 18453 1600.2
## + d4d6566f9c 1 0.00 18453 1600.2
## - `56371466d7` 1 4.52 18457 1600.3
## - `96c30c7eef` 1 4.55 18457 1600.4
## - `136c1727c3` 1 4.58 18457 1600.4
## - fe8cdd80ba 1 4.59 18457 1600.4
## - `1fa099bb01` 1 4.77 18457 1600.6
## - `435dec85e2` 1 4.79 18457 1600.6
## - `1f222e3669` 1 5.78 18458 1601.5
## - c58f611921 1 6.25 18459 1601.9
## - abca7a848f 1 6.33 18459 1602.0
## - ffd1cdcfc1 1 6.57 18459 1602.2
## - `04e7268385` 1 7.08 18460 1602.7
## - `65aed7dc1f` 1 7.64 18460 1603.2
## - f66b98dd69 1 7.90 18460 1603.4
## - `2719b72c0d` 1 8.12 18461 1603.7
## - e7ee22effb 1 8.51 18461 1604.0
## - `98475257f7` 1 8.85 18461 1604.3
## - fe0318e273 1 9.16 18462 1604.6
## - ae08d2297e 1 10.05 18463 1605.4
## - `253eb5ef11` 1 12.93 18466 1608.1
## - `49756d8e0f` 1 16.42 18469 1611.3
## - `60ec1426ce` 1 22.77 18475 1617.1
## - `016399044a` 1 28.90 18482 1622.7
## - c0c3df65b1 1 33.15 18486 1626.7
## - `087235d61e` 1 44.62 18497 1637.2
## - f0a0febd35 1 45.12 18498 1637.6
## - `1f3058af83` 1 50.14 18503 1642.2
## - a14fd026ce 1 66.42 18519 1657.2
## - `87b982928b` 1 70.05 18523 1660.5
## - `7fe6cb4c98` 1 74.86 18527 1664.9
## - f013b60e50 1 92.77 18545 1681.3
## - `5f360995ef` 1 103.67 18556 1691.3
## - ea0f4a32e3 1 126.74 18579 1712.4
## - `174825d438` 1 139.07 18592 1723.7
## - `8c2e088a3d` 1 216.33 18669 1794.1
## - `8f5f7c556a` 1 219.16 18672 1796.7
## - `2d7fe4693a` 1 226.71 18679 1803.5
## - e0a0772df0 1 310.45 18763 1879.5
## - d2c775fa99 1 332.17 18785 1899.1
## - beb6e17af1 1 496.83 18949 2047.3
## - `5b862c0a8f` 1 509.73 18962 2058.9
## - `9a575e82a4_1` 1 547.19 19000 2092.4
## - `06888ceac9_1` 1 617.84 19070 2155.4
## - `6db53d265a` 1 651.95 19104 2185.7
## - e86a2190c1 1 757.70 19210 2279.5
## - aee1e4fc85 1 764.24 19217 2285.2
##
## Step: AIC=1596.26
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `1fa099bb01` + `435dec85e2` + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + a24802caa5 + `12eda2d982` + c58f611921 + `0b846350ef` +
## `9b6e0b36c2` + `779d13189e` + `0342faceb5` + ba54a2a637 +
## `7925993f42` + `7734c0c22f` + `4468394575` + b9a487ac3c +
## ee2ac696ff + `55cf3f7627` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `779d13189e` 1 0.11 18453 1594.4
## - `8a21502326` 1 0.12 18453 1594.4
## - `7cb7913148_1` 1 0.12 18453 1594.4
## - `4468394575` 1 0.13 18453 1594.4
## - `7734c0c22f` 1 0.16 18453 1594.4
## - `7cb7913148_3` 1 0.22 18453 1594.5
## - `25bbf0e7e7` 1 0.24 18453 1594.5
## - `8de0382f02` 1 0.24 18453 1594.5
## - b4112a94a6 1 0.24 18453 1594.5
## - a24802caa5 1 0.29 18453 1594.5
## - `7743f273c2` 1 0.39 18453 1594.6
## - `55cf3f7627` 1 0.42 18453 1594.6
## - `7cb7913148_7` 1 0.49 18453 1594.7
## - `2bc6ab42f7` 1 0.55 18453 1594.8
## - ee2ac696ff 1 0.57 18453 1594.8
## - `96e6f0be58` 1 0.58 18453 1594.8
## - `12eda2d982` 1 0.58 18453 1594.8
## - b9a487ac3c 1 0.58 18453 1594.8
## - `55907cc1de` 1 0.60 18453 1594.8
## - `77b3b41efa` 1 0.63 18453 1594.8
## - `7cb7913148_6` 1 0.67 18453 1594.9
## - `3df2300fa2` 1 0.70 18453 1594.9
## - `9b6e0b36c2` 1 0.71 18453 1594.9
## - `0342faceb5` 1 0.77 18453 1595.0
## - `789b5244a9` 1 0.80 18453 1595.0
## - ed7e658a27 1 0.81 18454 1595.0
## - `7cb7913148_2` 1 0.90 18454 1595.1
## - fbf66c8021 1 0.90 18454 1595.1
## - c1b8ce2354 1 0.99 18454 1595.2
## - `3eb53ae932` 1 0.99 18454 1595.2
## - `7925993f42` 1 1.25 18454 1595.4
## - `0b846350ef` 1 1.32 18454 1595.5
## - dcfcbc2ea1 1 1.65 18454 1595.8
## - `8311343404` 1 1.75 18454 1595.9
## - ba54a2a637 1 1.91 18455 1596.0
## - `2e874bc151` 1 1.91 18455 1596.0
## - aa69c802b6 1 1.99 18455 1596.1
## <none> 18453 1596.3
## - `3e200bf766` 1 2.75 18455 1596.8
## - `7cb7913148_4` 1 3.05 18456 1597.1
## - `2a457d15d9` 1 3.38 18456 1597.4
## - e5efa4d39a 1 3.58 18456 1597.5
## - bdf934caa7 1 3.69 18456 1597.7
## - `29bbd86997` 1 3.85 18456 1597.8
## - `384bec5dd1_1` 1 4.08 18457 1598.0
## - `173b6590ae` 1 4.15 18457 1598.1
## - `298ed82b22` 1 4.22 18457 1598.1
## + `20f1afc5c7` 1 0.09 18453 1598.2
## + fdf8628ca7 1 0.06 18453 1598.2
## + `0e2ab0831c` 1 0.04 18453 1598.2
## + `99d44111c9` 1 0.03 18453 1598.2
## + b709f75447 1 0.03 18453 1598.2
## + d035af6ffa 1 0.03 18453 1598.2
## + ac826f0013 1 0.03 18453 1598.2
## + `7cb7913148_5` 1 0.02 18453 1598.2
## + `6516422788` 1 0.02 18453 1598.2
## + `4fc17427c8` 1 0.02 18453 1598.2
## + `072b7e8f27` 1 0.02 18453 1598.2
## + `63bcf89b1d` 1 0.02 18453 1598.2
## + `7841b6a5b1` 1 0.01 18453 1598.2
## + d4d6566f9c 1 0.00 18453 1598.3
## - `56371466d7` 1 4.52 18457 1598.4
## - `96c30c7eef` 1 4.57 18457 1598.5
## - `136c1727c3` 1 4.58 18457 1598.5
## - fe8cdd80ba 1 4.60 18457 1598.5
## - `435dec85e2` 1 4.77 18457 1598.7
## - `1fa099bb01` 1 4.79 18457 1598.7
## - `1f222e3669` 1 5.77 18458 1599.6
## - c58f611921 1 6.26 18459 1600.0
## - abca7a848f 1 6.32 18459 1600.1
## - ffd1cdcfc1 1 6.58 18459 1600.3
## - `04e7268385` 1 7.05 18460 1600.8
## - `65aed7dc1f` 1 7.64 18460 1601.3
## - f66b98dd69 1 7.90 18461 1601.5
## - `2719b72c0d` 1 8.13 18461 1601.7
## - e7ee22effb 1 8.52 18461 1602.1
## - `98475257f7` 1 8.87 18462 1602.4
## - fe0318e273 1 9.15 18462 1602.7
## - ae08d2297e 1 10.04 18463 1603.5
## - `253eb5ef11` 1 12.92 18466 1606.1
## - `49756d8e0f` 1 16.42 18469 1609.4
## - `60ec1426ce` 1 22.78 18475 1615.2
## - `016399044a` 1 28.87 18482 1620.8
## - c0c3df65b1 1 33.13 18486 1624.7
## - `087235d61e` 1 44.59 18497 1635.2
## - f0a0febd35 1 45.17 18498 1635.8
## - `1f3058af83` 1 50.13 18503 1640.3
## - a14fd026ce 1 66.42 18519 1655.3
## - `87b982928b` 1 70.02 18523 1658.6
## - `7fe6cb4c98` 1 74.88 18528 1663.0
## - f013b60e50 1 92.77 18545 1679.4
## - `5f360995ef` 1 103.63 18556 1689.3
## - ea0f4a32e3 1 126.74 18579 1710.5
## - `174825d438` 1 139.01 18592 1721.7
## - `8c2e088a3d` 1 216.37 18669 1792.2
## - `8f5f7c556a` 1 219.21 18672 1794.8
## - `2d7fe4693a` 1 226.65 18679 1801.5
## - e0a0772df0 1 310.40 18763 1877.5
## - d2c775fa99 1 332.12 18785 1897.2
## - beb6e17af1 1 496.86 18950 2045.4
## - `5b862c0a8f` 1 509.93 18963 2057.1
## - `9a575e82a4_1` 1 547.11 19000 2090.4
## - `06888ceac9_1` 1 617.94 19071 2153.6
## - `6db53d265a` 1 651.91 19105 2183.8
## - e86a2190c1 1 757.70 19210 2277.6
## - aee1e4fc85 1 764.38 19217 2283.5
##
## Step: AIC=1594.36
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `1fa099bb01` + `435dec85e2` + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + a24802caa5 + `12eda2d982` + c58f611921 + `0b846350ef` +
## `9b6e0b36c2` + `0342faceb5` + ba54a2a637 + `7925993f42` +
## `7734c0c22f` + `4468394575` + b9a487ac3c + ee2ac696ff + `55cf3f7627` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `8a21502326` 1 0.12 18453 1592.5
## - `7cb7913148_1` 1 0.12 18453 1592.5
## - `4468394575` 1 0.13 18453 1592.5
## - `7734c0c22f` 1 0.16 18453 1592.5
## - `7cb7913148_3` 1 0.22 18453 1592.6
## - `25bbf0e7e7` 1 0.24 18453 1592.6
## - `8de0382f02` 1 0.24 18453 1592.6
## - b4112a94a6 1 0.24 18453 1592.6
## - a24802caa5 1 0.28 18453 1592.6
## - `7743f273c2` 1 0.39 18453 1592.7
## - `55cf3f7627` 1 0.42 18453 1592.8
## - `7cb7913148_7` 1 0.49 18453 1592.8
## - `2bc6ab42f7` 1 0.55 18453 1592.9
## - `96e6f0be58` 1 0.57 18453 1592.9
## - ee2ac696ff 1 0.57 18453 1592.9
## - b9a487ac3c 1 0.58 18453 1592.9
## - `12eda2d982` 1 0.58 18453 1592.9
## - `55907cc1de` 1 0.60 18453 1592.9
## - `77b3b41efa` 1 0.63 18453 1592.9
## - `7cb7913148_6` 1 0.67 18453 1593.0
## - `3df2300fa2` 1 0.69 18454 1593.0
## - `9b6e0b36c2` 1 0.71 18454 1593.0
## - `0342faceb5` 1 0.77 18454 1593.1
## - `789b5244a9` 1 0.80 18454 1593.1
## - ed7e658a27 1 0.81 18454 1593.1
## - fbf66c8021 1 0.90 18454 1593.2
## - `7cb7913148_2` 1 0.90 18454 1593.2
## - c1b8ce2354 1 0.99 18454 1593.3
## - `3eb53ae932` 1 0.99 18454 1593.3
## - `7925993f42` 1 1.25 18454 1593.5
## - `0b846350ef` 1 1.32 18454 1593.6
## - dcfcbc2ea1 1 1.65 18454 1593.9
## - `8311343404` 1 1.75 18454 1594.0
## - ba54a2a637 1 1.91 18455 1594.1
## - `2e874bc151` 1 1.92 18455 1594.1
## - aa69c802b6 1 1.99 18455 1594.2
## <none> 18453 1594.4
## - `3e200bf766` 1 2.75 18456 1594.9
## - `7cb7913148_4` 1 3.06 18456 1595.2
## - `2a457d15d9` 1 3.36 18456 1595.5
## - e5efa4d39a 1 3.57 18456 1595.7
## - bdf934caa7 1 3.69 18456 1595.8
## - `29bbd86997` 1 3.84 18457 1595.9
## - `384bec5dd1_1` 1 4.07 18457 1596.1
## - `173b6590ae` 1 4.15 18457 1596.2
## - `298ed82b22` 1 4.22 18457 1596.2
## + `779d13189e` 1 0.11 18453 1596.3
## + `20f1afc5c7` 1 0.09 18453 1596.3
## + fdf8628ca7 1 0.06 18453 1596.3
## + `0e2ab0831c` 1 0.04 18453 1596.3
## + `99d44111c9` 1 0.03 18453 1596.3
## + b709f75447 1 0.03 18453 1596.3
## + d035af6ffa 1 0.03 18453 1596.3
## + ac826f0013 1 0.03 18453 1596.3
## + `6516422788` 1 0.02 18453 1596.3
## + `7cb7913148_5` 1 0.02 18453 1596.3
## + `072b7e8f27` 1 0.02 18453 1596.3
## + `4fc17427c8` 1 0.02 18453 1596.3
## + `63bcf89b1d` 1 0.02 18453 1596.3
## + `7841b6a5b1` 1 0.01 18453 1596.4
## + d4d6566f9c 1 0.00 18453 1596.4
## - `56371466d7` 1 4.52 18457 1596.5
## - fe8cdd80ba 1 4.55 18457 1596.5
## - `136c1727c3` 1 4.57 18457 1596.6
## - `96c30c7eef` 1 4.58 18457 1596.6
## - `435dec85e2` 1 4.77 18458 1596.8
## - `1fa099bb01` 1 4.79 18458 1596.8
## - `1f222e3669` 1 5.80 18459 1597.7
## - c58f611921 1 6.25 18459 1598.1
## - abca7a848f 1 6.33 18459 1598.2
## - ffd1cdcfc1 1 6.54 18459 1598.4
## - `04e7268385` 1 7.06 18460 1598.9
## - `65aed7dc1f` 1 7.65 18460 1599.4
## - f66b98dd69 1 7.90 18461 1599.6
## - `2719b72c0d` 1 8.13 18461 1599.8
## - e7ee22effb 1 8.50 18461 1600.2
## - `98475257f7` 1 8.87 18462 1600.5
## - fe0318e273 1 9.15 18462 1600.8
## - ae08d2297e 1 10.04 18463 1601.6
## - `253eb5ef11` 1 13.01 18466 1604.3
## - `49756d8e0f` 1 16.48 18469 1607.5
## - `60ec1426ce` 1 22.79 18476 1613.3
## - `016399044a` 1 28.93 18482 1619.0
## - c0c3df65b1 1 33.15 18486 1622.8
## - `087235d61e` 1 44.56 18497 1633.3
## - f0a0febd35 1 45.18 18498 1633.9
## - `1f3058af83` 1 50.08 18503 1638.4
## - a14fd026ce 1 66.45 18519 1653.4
## - `87b982928b` 1 70.08 18523 1656.7
## - `7fe6cb4c98` 1 74.92 18528 1661.2
## - f013b60e50 1 92.73 18546 1677.5
## - `5f360995ef` 1 103.66 18556 1687.5
## - ea0f4a32e3 1 126.70 18580 1708.6
## - `174825d438` 1 138.96 18592 1719.8
## - `8c2e088a3d` 1 216.68 18669 1790.6
## - `8f5f7c556a` 1 219.19 18672 1792.9
## - `2d7fe4693a` 1 226.65 18679 1799.7
## - e0a0772df0 1 310.36 18763 1875.6
## - d2c775fa99 1 332.09 18785 1895.2
## - beb6e17af1 1 496.77 18950 2043.4
## - `5b862c0a8f` 1 510.09 18963 2055.4
## - `9a575e82a4_1` 1 547.13 19000 2088.5
## - `06888ceac9_1` 1 618.27 19071 2152.0
## - `6db53d265a` 1 651.80 19105 2181.8
## - e86a2190c1 1 757.64 19210 2275.6
## - aee1e4fc85 1 764.64 19217 2281.8
##
## Step: AIC=1592.47
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba +
## `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 +
## `8c2e088a3d` + `2d7fe4693a` + `174825d438` + `8f5f7c556a` +
## ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` +
## `435dec85e2` + `04e7268385` + `8311343404` + e7ee22effb +
## `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + fbf66c8021 + `77b3b41efa` +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## a24802caa5 + `12eda2d982` + c58f611921 + `0b846350ef` + `9b6e0b36c2` +
## `0342faceb5` + ba54a2a637 + `7925993f42` + `7734c0c22f` +
## `4468394575` + b9a487ac3c + ee2ac696ff + `55cf3f7627` + aa69c802b6 +
## `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_1` 1 0.13 18453 1590.6
## - `4468394575` 1 0.13 18453 1590.6
## - `7734c0c22f` 1 0.16 18453 1590.6
## - `7cb7913148_3` 1 0.23 18453 1590.7
## - `8de0382f02` 1 0.24 18453 1590.7
## - b4112a94a6 1 0.24 18453 1590.7
## - `25bbf0e7e7` 1 0.24 18453 1590.7
## - a24802caa5 1 0.29 18453 1590.7
## - `7743f273c2` 1 0.39 18453 1590.8
## - `55cf3f7627` 1 0.42 18453 1590.8
## - `7cb7913148_7` 1 0.49 18453 1590.9
## - `2bc6ab42f7` 1 0.55 18453 1591.0
## - `96e6f0be58` 1 0.56 18453 1591.0
## - ee2ac696ff 1 0.57 18454 1591.0
## - b9a487ac3c 1 0.58 18454 1591.0
## - `12eda2d982` 1 0.58 18454 1591.0
## - `55907cc1de` 1 0.61 18454 1591.0
## - `77b3b41efa` 1 0.63 18454 1591.0
## - `7cb7913148_6` 1 0.67 18454 1591.1
## - `3df2300fa2` 1 0.68 18454 1591.1
## - `9b6e0b36c2` 1 0.71 18454 1591.1
## - `0342faceb5` 1 0.76 18454 1591.2
## - fbf66c8021 1 0.90 18454 1591.3
## - `7cb7913148_2` 1 0.91 18454 1591.3
## - c1b8ce2354 1 0.99 18454 1591.4
## - `3eb53ae932` 1 0.99 18454 1591.4
## - `7925993f42` 1 1.24 18454 1591.6
## - `0b846350ef` 1 1.31 18454 1591.7
## - dcfcbc2ea1 1 1.64 18454 1592.0
## - `8311343404` 1 1.74 18455 1592.1
## - `2e874bc151` 1 1.90 18455 1592.2
## - ba54a2a637 1 1.91 18455 1592.2
## - aa69c802b6 1 2.00 18455 1592.3
## <none> 18453 1592.5
## - `3e200bf766` 1 2.76 18456 1593.0
## - `7cb7913148_4` 1 3.05 18456 1593.3
## - `2a457d15d9` 1 3.37 18456 1593.6
## - e5efa4d39a 1 3.56 18456 1593.7
## - bdf934caa7 1 3.69 18457 1593.9
## - `29bbd86997` 1 3.83 18457 1594.0
## - `384bec5dd1_1` 1 4.07 18457 1594.2
## - `173b6590ae` 1 4.14 18457 1594.3
## - `298ed82b22` 1 4.22 18457 1594.3
## + `8a21502326` 1 0.12 18453 1594.4
## + `779d13189e` 1 0.11 18453 1594.4
## + `20f1afc5c7` 1 0.09 18453 1594.4
## + fdf8628ca7 1 0.06 18453 1594.4
## + `0e2ab0831c` 1 0.04 18453 1594.4
## + b709f75447 1 0.03 18453 1594.4
## + `99d44111c9` 1 0.03 18453 1594.4
## + d035af6ffa 1 0.03 18453 1594.4
## + ac826f0013 1 0.03 18453 1594.4
## + `7cb7913148_5` 1 0.02 18453 1594.5
## + `4fc17427c8` 1 0.02 18453 1594.5
## + `072b7e8f27` 1 0.02 18453 1594.5
## + `6516422788` 1 0.02 18453 1594.5
## + `63bcf89b1d` 1 0.02 18453 1594.5
## + `7841b6a5b1` 1 0.01 18453 1594.5
## + d4d6566f9c 1 0.00 18453 1594.5
## - `56371466d7` 1 4.53 18457 1594.6
## - fe8cdd80ba 1 4.54 18457 1594.7
## - `136c1727c3` 1 4.59 18458 1594.7
## - `1fa099bb01` 1 4.76 18458 1594.8
## - `435dec85e2` 1 4.78 18458 1594.9
## - `96c30c7eef` 1 5.13 18458 1595.2
## - `1f222e3669` 1 5.78 18459 1595.8
## - c58f611921 1 6.24 18459 1596.2
## - abca7a848f 1 6.34 18459 1596.3
## - ffd1cdcfc1 1 6.54 18459 1596.5
## - `789b5244a9` 1 6.80 18460 1596.7
## - `04e7268385` 1 7.06 18460 1597.0
## - ed7e658a27 1 7.06 18460 1597.0
## - `65aed7dc1f` 1 7.65 18460 1597.5
## - f66b98dd69 1 8.10 18461 1597.9
## - `2719b72c0d` 1 8.33 18461 1598.1
## - e7ee22effb 1 8.51 18461 1598.3
## - `98475257f7` 1 8.87 18462 1598.6
## - fe0318e273 1 9.14 18462 1598.9
## - ae08d2297e 1 10.01 18463 1599.7
## - `253eb5ef11` 1 13.04 18466 1602.5
## - `49756d8e0f` 1 16.46 18469 1605.6
## - `60ec1426ce` 1 22.78 18476 1611.4
## - `016399044a` 1 28.98 18482 1617.1
## - c0c3df65b1 1 33.10 18486 1620.9
## - `087235d61e` 1 44.52 18497 1631.4
## - f0a0febd35 1 45.20 18498 1632.0
## - `1f3058af83` 1 50.13 18503 1636.5
## - a14fd026ce 1 66.52 18519 1651.6
## - `87b982928b` 1 70.09 18523 1654.8
## - `7fe6cb4c98` 1 74.91 18528 1659.3
## - f013b60e50 1 92.73 18546 1675.6
## - `5f360995ef` 1 103.69 18557 1685.6
## - ea0f4a32e3 1 126.74 18580 1706.7
## - `174825d438` 1 138.96 18592 1717.9
## - `8c2e088a3d` 1 216.72 18670 1788.7
## - `8f5f7c556a` 1 219.14 18672 1790.9
## - `2d7fe4693a` 1 226.67 18680 1797.8
## - e0a0772df0 1 310.30 18763 1873.6
## - d2c775fa99 1 332.06 18785 1893.3
## - beb6e17af1 1 496.87 18950 2041.6
## - `5b862c0a8f` 1 510.23 18963 2053.6
## - `9a575e82a4_1` 1 547.02 19000 2086.5
## - `06888ceac9_1` 1 618.84 19072 2150.6
## - `6db53d265a` 1 651.96 19105 2180.0
## - e86a2190c1 1 757.57 19210 2273.7
## - aee1e4fc85 1 764.54 19217 2279.8
##
## Step: AIC=1590.59
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_3` +
## `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + a24802caa5 + `12eda2d982` +
## c58f611921 + `0b846350ef` + `9b6e0b36c2` + `0342faceb5` +
## ba54a2a637 + `7925993f42` + `7734c0c22f` + `4468394575` +
## b9a487ac3c + ee2ac696ff + `55cf3f7627` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `4468394575` 1 0.13 18453 1588.7
## - `7cb7913148_3` 1 0.15 18453 1588.7
## - `7734c0c22f` 1 0.16 18453 1588.7
## - `8de0382f02` 1 0.24 18453 1588.8
## - b4112a94a6 1 0.24 18453 1588.8
## - `25bbf0e7e7` 1 0.24 18453 1588.8
## - a24802caa5 1 0.29 18453 1588.8
## - `7743f273c2` 1 0.40 18453 1589.0
## - `55cf3f7627` 1 0.42 18453 1589.0
## - `7cb7913148_7` 1 0.50 18454 1589.0
## - `96e6f0be58` 1 0.56 18454 1589.1
## - `2bc6ab42f7` 1 0.56 18454 1589.1
## - ee2ac696ff 1 0.57 18454 1589.1
## - b9a487ac3c 1 0.58 18454 1589.1
## - `12eda2d982` 1 0.59 18454 1589.1
## - `55907cc1de` 1 0.61 18454 1589.2
## - `77b3b41efa` 1 0.62 18454 1589.2
## - `7cb7913148_6` 1 0.65 18454 1589.2
## - `3df2300fa2` 1 0.68 18454 1589.2
## - `9b6e0b36c2` 1 0.71 18454 1589.2
## - `0342faceb5` 1 0.76 18454 1589.3
## - `7cb7913148_2` 1 0.79 18454 1589.3
## - fbf66c8021 1 0.90 18454 1589.4
## - c1b8ce2354 1 0.99 18454 1589.5
## - `3eb53ae932` 1 0.99 18454 1589.5
## - `7925993f42` 1 1.24 18454 1589.7
## - `0b846350ef` 1 1.31 18454 1589.8
## - dcfcbc2ea1 1 1.64 18455 1590.1
## - `8311343404` 1 1.76 18455 1590.2
## - `2e874bc151` 1 1.89 18455 1590.3
## - ba54a2a637 1 1.91 18455 1590.3
## - aa69c802b6 1 2.00 18455 1590.4
## <none> 18453 1590.6
## - `3e200bf766` 1 2.75 18456 1591.1
## - `7cb7913148_4` 1 2.93 18456 1591.3
## - `2a457d15d9` 1 3.36 18456 1591.7
## - e5efa4d39a 1 3.54 18456 1591.8
## - bdf934caa7 1 3.68 18457 1592.0
## - `29bbd86997` 1 3.81 18457 1592.1
## - `384bec5dd1_1` 1 4.08 18457 1592.3
## - `173b6590ae` 1 4.12 18457 1592.4
## + `7cb7913148_1` 1 0.13 18453 1592.5
## + `8a21502326` 1 0.12 18453 1592.5
## + `779d13189e` 1 0.11 18453 1592.5
## - `298ed82b22` 1 4.24 18457 1592.5
## + `20f1afc5c7` 1 0.10 18453 1592.5
## + fdf8628ca7 1 0.06 18453 1592.5
## + `0e2ab0831c` 1 0.04 18453 1592.5
## + d035af6ffa 1 0.03 18453 1592.6
## + b709f75447 1 0.03 18453 1592.6
## + `99d44111c9` 1 0.03 18453 1592.6
## + ac826f0013 1 0.03 18453 1592.6
## + `4fc17427c8` 1 0.02 18453 1592.6
## + `6516422788` 1 0.02 18453 1592.6
## + `072b7e8f27` 1 0.02 18453 1592.6
## + `63bcf89b1d` 1 0.02 18453 1592.6
## + `7cb7913148_5` 1 0.01 18453 1592.6
## + `7841b6a5b1` 1 0.01 18453 1592.6
## + d4d6566f9c 1 0.00 18453 1592.6
## - fe8cdd80ba 1 4.54 18458 1592.8
## - `56371466d7` 1 4.54 18458 1592.8
## - `136c1727c3` 1 4.59 18458 1592.8
## - `435dec85e2` 1 4.75 18458 1593.0
## - `1fa099bb01` 1 4.78 18458 1593.0
## - `96c30c7eef` 1 5.14 18458 1593.3
## - `1f222e3669` 1 5.81 18459 1593.9
## - c58f611921 1 6.23 18459 1594.3
## - abca7a848f 1 6.34 18459 1594.4
## - ffd1cdcfc1 1 6.53 18460 1594.6
## - `789b5244a9` 1 6.81 18460 1594.8
## - `04e7268385` 1 7.05 18460 1595.1
## - ed7e658a27 1 7.07 18460 1595.1
## - `65aed7dc1f` 1 7.66 18461 1595.6
## - f66b98dd69 1 8.11 18461 1596.0
## - `2719b72c0d` 1 8.34 18461 1596.3
## - e7ee22effb 1 8.55 18462 1596.5
## - `98475257f7` 1 8.84 18462 1596.7
## - fe0318e273 1 9.13 18462 1597.0
## - ae08d2297e 1 10.02 18463 1597.8
## - `253eb5ef11` 1 13.03 18466 1600.6
## - `49756d8e0f` 1 16.43 18469 1603.7
## - `60ec1426ce` 1 22.78 18476 1609.5
## - `016399044a` 1 28.95 18482 1615.2
## - c0c3df65b1 1 33.12 18486 1619.0
## - `087235d61e` 1 44.54 18498 1629.5
## - f0a0febd35 1 45.19 18498 1630.1
## - `1f3058af83` 1 50.12 18503 1634.7
## - a14fd026ce 1 66.63 18520 1649.8
## - `87b982928b` 1 70.12 18523 1653.0
## - `7fe6cb4c98` 1 74.84 18528 1657.3
## - f013b60e50 1 92.72 18546 1673.7
## - `5f360995ef` 1 103.84 18557 1683.9
## - ea0f4a32e3 1 126.81 18580 1704.9
## - `174825d438` 1 138.98 18592 1716.0
## - `8c2e088a3d` 1 216.76 18670 1786.9
## - `8f5f7c556a` 1 219.23 18672 1789.1
## - `2d7fe4693a` 1 226.76 18680 1796.0
## - e0a0772df0 1 310.21 18763 1871.7
## - d2c775fa99 1 332.36 18785 1891.7
## - beb6e17af1 1 496.99 18950 2039.9
## - `5b862c0a8f` 1 510.41 18963 2051.9
## - `9a575e82a4_1` 1 546.96 19000 2084.6
## - `06888ceac9_1` 1 619.00 19072 2148.8
## - `6db53d265a` 1 651.83 19105 2178.0
## - e86a2190c1 1 757.54 19211 2271.7
## - aee1e4fc85 1 764.87 19218 2278.2
##
## Step: AIC=1588.7
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_3` +
## `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + a24802caa5 + `12eda2d982` +
## c58f611921 + `0b846350ef` + `9b6e0b36c2` + `0342faceb5` +
## ba54a2a637 + `7925993f42` + `7734c0c22f` + b9a487ac3c + ee2ac696ff +
## `55cf3f7627` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_3` 1 0.15 18453 1586.8
## - `7734c0c22f` 1 0.16 18453 1586.8
## - `8de0382f02` 1 0.24 18453 1586.9
## - b4112a94a6 1 0.24 18453 1586.9
## - `25bbf0e7e7` 1 0.25 18453 1586.9
## - a24802caa5 1 0.29 18453 1587.0
## - `7743f273c2` 1 0.40 18454 1587.1
## - `55cf3f7627` 1 0.42 18454 1587.1
## - `7cb7913148_7` 1 0.51 18454 1587.2
## - `96e6f0be58` 1 0.56 18454 1587.2
## - `2bc6ab42f7` 1 0.56 18454 1587.2
## - b9a487ac3c 1 0.57 18454 1587.2
## - ee2ac696ff 1 0.58 18454 1587.2
## - `12eda2d982` 1 0.59 18454 1587.2
## - `55907cc1de` 1 0.61 18454 1587.3
## - `77b3b41efa` 1 0.61 18454 1587.3
## - `7cb7913148_6` 1 0.65 18454 1587.3
## - `3df2300fa2` 1 0.68 18454 1587.3
## - `9b6e0b36c2` 1 0.71 18454 1587.4
## - `0342faceb5` 1 0.76 18454 1587.4
## - `7cb7913148_2` 1 0.79 18454 1587.4
## - fbf66c8021 1 0.90 18454 1587.5
## - c1b8ce2354 1 0.99 18454 1587.6
## - `3eb53ae932` 1 0.99 18454 1587.6
## - `7925993f42` 1 1.23 18454 1587.8
## - `0b846350ef` 1 1.30 18454 1587.9
## - dcfcbc2ea1 1 1.64 18455 1588.2
## - `8311343404` 1 1.76 18455 1588.3
## - `2e874bc151` 1 1.90 18455 1588.5
## - ba54a2a637 1 1.91 18455 1588.5
## - aa69c802b6 1 2.01 18455 1588.5
## <none> 18453 1588.7
## - `3e200bf766` 1 2.75 18456 1589.2
## - `7cb7913148_4` 1 2.93 18456 1589.4
## - `2a457d15d9` 1 3.35 18456 1589.8
## - e5efa4d39a 1 3.54 18457 1590.0
## - bdf934caa7 1 3.68 18457 1590.1
## - `29bbd86997` 1 3.81 18457 1590.2
## - `384bec5dd1_1` 1 4.07 18457 1590.5
## - `173b6590ae` 1 4.12 18457 1590.5
## + `4468394575` 1 0.13 18453 1590.6
## + `7cb7913148_1` 1 0.12 18453 1590.6
## + `8a21502326` 1 0.12 18453 1590.6
## + `779d13189e` 1 0.11 18453 1590.6
## - `298ed82b22` 1 4.24 18457 1590.6
## + `20f1afc5c7` 1 0.10 18453 1590.6
## + fdf8628ca7 1 0.06 18453 1590.7
## + `0e2ab0831c` 1 0.04 18453 1590.7
## + b709f75447 1 0.03 18453 1590.7
## + d035af6ffa 1 0.03 18453 1590.7
## + `99d44111c9` 1 0.03 18453 1590.7
## + ac826f0013 1 0.03 18453 1590.7
## + `4fc17427c8` 1 0.02 18453 1590.7
## + `072b7e8f27` 1 0.02 18453 1590.7
## + `6516422788` 1 0.02 18453 1590.7
## + `63bcf89b1d` 1 0.02 18453 1590.7
## + `7cb7913148_5` 1 0.02 18453 1590.7
## + `7841b6a5b1` 1 0.01 18453 1590.7
## + d4d6566f9c 1 0.00 18453 1590.7
## - `56371466d7` 1 4.54 18458 1590.9
## - fe8cdd80ba 1 4.54 18458 1590.9
## - `136c1727c3` 1 4.61 18458 1590.9
## - `1fa099bb01` 1 4.76 18458 1591.1
## - `435dec85e2` 1 4.77 18458 1591.1
## - `96c30c7eef` 1 5.15 18458 1591.4
## - `1f222e3669` 1 5.82 18459 1592.1
## - c58f611921 1 6.22 18459 1592.4
## - abca7a848f 1 6.33 18460 1592.5
## - ffd1cdcfc1 1 6.52 18460 1592.7
## - `789b5244a9` 1 6.82 18460 1593.0
## - `04e7268385` 1 7.04 18460 1593.2
## - ed7e658a27 1 7.08 18460 1593.2
## - `65aed7dc1f` 1 7.67 18461 1593.8
## - f66b98dd69 1 8.10 18461 1594.2
## - `2719b72c0d` 1 8.33 18462 1594.4
## - e7ee22effb 1 8.52 18462 1594.5
## - `98475257f7` 1 8.83 18462 1594.8
## - fe0318e273 1 9.12 18462 1595.1
## - ae08d2297e 1 10.00 18463 1595.9
## - `253eb5ef11` 1 13.04 18466 1598.7
## - `49756d8e0f` 1 16.42 18470 1601.8
## - `60ec1426ce` 1 22.76 18476 1607.6
## - `016399044a` 1 28.96 18482 1613.3
## - c0c3df65b1 1 33.11 18486 1617.1
## - `087235d61e` 1 44.59 18498 1627.7
## - f0a0febd35 1 45.19 18498 1628.2
## - `1f3058af83` 1 50.10 18503 1632.8
## - a14fd026ce 1 66.60 18520 1647.9
## - `87b982928b` 1 70.14 18523 1651.1
## - `7fe6cb4c98` 1 74.83 18528 1655.4
## - f013b60e50 1 92.76 18546 1671.8
## - `5f360995ef` 1 103.92 18557 1682.1
## - ea0f4a32e3 1 127.01 18580 1703.2
## - `174825d438` 1 139.17 18592 1714.3
## - `8c2e088a3d` 1 216.77 18670 1785.0
## - `8f5f7c556a` 1 219.22 18672 1787.2
## - `2d7fe4693a` 1 226.88 18680 1794.2
## - e0a0772df0 1 310.27 18763 1869.8
## - d2c775fa99 1 332.35 18786 1889.8
## - beb6e17af1 1 496.93 18950 2037.9
## - `5b862c0a8f` 1 510.30 18963 2049.9
## - `9a575e82a4_1` 1 546.93 19000 2082.7
## - `06888ceac9_1` 1 618.87 19072 2146.8
## - `6db53d265a` 1 651.79 19105 2176.1
## - e86a2190c1 1 757.65 19211 2269.9
## - aee1e4fc85 1 764.83 19218 2276.3
##
## Step: AIC=1586.84
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + a24802caa5 + `12eda2d982` +
## c58f611921 + `0b846350ef` + `9b6e0b36c2` + `0342faceb5` +
## ba54a2a637 + `7925993f42` + `7734c0c22f` + b9a487ac3c + ee2ac696ff +
## `55cf3f7627` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7734c0c22f` 1 0.16 18453 1585.0
## - `8de0382f02` 1 0.24 18454 1585.1
## - b4112a94a6 1 0.24 18454 1585.1
## - `25bbf0e7e7` 1 0.25 18454 1585.1
## - a24802caa5 1 0.29 18454 1585.1
## - `7743f273c2` 1 0.39 18454 1585.2
## - `55cf3f7627` 1 0.42 18454 1585.2
## - `7cb7913148_7` 1 0.51 18454 1585.3
## - `2bc6ab42f7` 1 0.56 18454 1585.4
## - `96e6f0be58` 1 0.57 18454 1585.4
## - b9a487ac3c 1 0.57 18454 1585.4
## - ee2ac696ff 1 0.57 18454 1585.4
## - `12eda2d982` 1 0.58 18454 1585.4
## - `55907cc1de` 1 0.61 18454 1585.4
## - `77b3b41efa` 1 0.61 18454 1585.4
## - `7cb7913148_6` 1 0.65 18454 1585.4
## - `3df2300fa2` 1 0.68 18454 1585.5
## - `7cb7913148_2` 1 0.71 18454 1585.5
## - `9b6e0b36c2` 1 0.71 18454 1585.5
## - `0342faceb5` 1 0.77 18454 1585.5
## - fbf66c8021 1 0.90 18454 1585.7
## - c1b8ce2354 1 0.99 18454 1585.8
## - `3eb53ae932` 1 0.99 18454 1585.8
## - `7925993f42` 1 1.22 18454 1586.0
## - `0b846350ef` 1 1.30 18455 1586.0
## - dcfcbc2ea1 1 1.63 18455 1586.3
## - `8311343404` 1 1.75 18455 1586.5
## - `2e874bc151` 1 1.89 18455 1586.6
## - ba54a2a637 1 1.91 18455 1586.6
## - aa69c802b6 1 2.02 18455 1586.7
## <none> 18453 1586.8
## - `3e200bf766` 1 2.75 18456 1587.4
## - `7cb7913148_4` 1 2.87 18456 1587.5
## - `2a457d15d9` 1 3.34 18457 1587.9
## - e5efa4d39a 1 3.54 18457 1588.1
## - bdf934caa7 1 3.68 18457 1588.2
## - `29bbd86997` 1 3.81 18457 1588.3
## - `384bec5dd1_1` 1 4.08 18457 1588.6
## - `173b6590ae` 1 4.11 18457 1588.6
## + `7cb7913148_3` 1 0.15 18453 1588.7
## + `4468394575` 1 0.13 18453 1588.7
## + `8a21502326` 1 0.12 18453 1588.7
## + `779d13189e` 1 0.11 18453 1588.7
## - `298ed82b22` 1 4.24 18458 1588.8
## + `20f1afc5c7` 1 0.10 18453 1588.8
## + fdf8628ca7 1 0.06 18453 1588.8
## + `7cb7913148_1` 1 0.05 18453 1588.8
## + `0e2ab0831c` 1 0.04 18453 1588.8
## + d035af6ffa 1 0.03 18453 1588.8
## + b709f75447 1 0.03 18453 1588.8
## + `99d44111c9` 1 0.03 18453 1588.8
## + ac826f0013 1 0.03 18453 1588.8
## + `072b7e8f27` 1 0.02 18453 1588.8
## + `4fc17427c8` 1 0.02 18453 1588.8
## + `6516422788` 1 0.02 18453 1588.8
## + `63bcf89b1d` 1 0.02 18453 1588.8
## + `7cb7913148_5` 1 0.01 18453 1588.8
## + `7841b6a5b1` 1 0.01 18453 1588.8
## + d4d6566f9c 1 0.00 18453 1588.8
## - `56371466d7` 1 4.54 18458 1589.0
## - fe8cdd80ba 1 4.57 18458 1589.0
## - `136c1727c3` 1 4.59 18458 1589.1
## - `1fa099bb01` 1 4.79 18458 1589.2
## - `435dec85e2` 1 4.79 18458 1589.2
## - `96c30c7eef` 1 5.15 18458 1589.6
## - `1f222e3669` 1 5.80 18459 1590.2
## - c58f611921 1 6.22 18460 1590.6
## - abca7a848f 1 6.32 18460 1590.7
## - ffd1cdcfc1 1 6.52 18460 1590.8
## - `789b5244a9` 1 6.82 18460 1591.1
## - `04e7268385` 1 7.04 18460 1591.3
## - ed7e658a27 1 7.08 18460 1591.4
## - `65aed7dc1f` 1 7.70 18461 1591.9
## - f66b98dd69 1 8.13 18461 1592.3
## - `2719b72c0d` 1 8.36 18462 1592.5
## - e7ee22effb 1 8.52 18462 1592.7
## - `98475257f7` 1 8.86 18462 1593.0
## - fe0318e273 1 9.11 18462 1593.2
## - ae08d2297e 1 9.98 18463 1594.0
## - `253eb5ef11` 1 12.99 18466 1596.8
## - `49756d8e0f` 1 16.47 18470 1600.0
## - `60ec1426ce` 1 22.72 18476 1605.7
## - `016399044a` 1 28.97 18482 1611.5
## - c0c3df65b1 1 33.06 18486 1615.2
## - `087235d61e` 1 44.65 18498 1625.9
## - f0a0febd35 1 45.22 18498 1626.4
## - `1f3058af83` 1 50.05 18503 1630.8
## - a14fd026ce 1 66.60 18520 1646.0
## - `87b982928b` 1 70.29 18524 1649.4
## - `7fe6cb4c98` 1 74.80 18528 1653.5
## - f013b60e50 1 92.83 18546 1670.0
## - `5f360995ef` 1 103.92 18557 1680.2
## - ea0f4a32e3 1 126.97 18580 1701.3
## - `174825d438` 1 139.18 18592 1712.4
## - `8c2e088a3d` 1 216.86 18670 1783.2
## - `8f5f7c556a` 1 219.20 18672 1785.3
## - `2d7fe4693a` 1 226.78 18680 1792.2
## - e0a0772df0 1 310.28 18764 1868.0
## - d2c775fa99 1 332.29 18786 1887.9
## - beb6e17af1 1 497.07 18950 2036.2
## - `5b862c0a8f` 1 510.29 18964 2048.0
## - `9a575e82a4_1` 1 546.85 19000 2080.7
## - `06888ceac9_1` 1 619.30 19073 2145.3
## - `6db53d265a` 1 651.81 19105 2174.3
## - e86a2190c1 1 757.59 19211 2268.0
## - aee1e4fc85 1 764.83 19218 2274.4
##
## Step: AIC=1584.99
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + a24802caa5 + `12eda2d982` +
## c58f611921 + `0b846350ef` + `9b6e0b36c2` + `0342faceb5` +
## ba54a2a637 + `7925993f42` + b9a487ac3c + ee2ac696ff + `55cf3f7627` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `8de0382f02` 1 0.24 18454 1583.2
## - b4112a94a6 1 0.24 18454 1583.2
## - `25bbf0e7e7` 1 0.25 18454 1583.2
## - a24802caa5 1 0.29 18454 1583.2
## - `7743f273c2` 1 0.40 18454 1583.4
## - `55cf3f7627` 1 0.42 18454 1583.4
## - `7cb7913148_7` 1 0.51 18454 1583.5
## - `2bc6ab42f7` 1 0.55 18454 1583.5
## - `96e6f0be58` 1 0.56 18454 1583.5
## - b9a487ac3c 1 0.57 18454 1583.5
## - ee2ac696ff 1 0.58 18454 1583.5
## - `12eda2d982` 1 0.58 18454 1583.5
## - `55907cc1de` 1 0.61 18454 1583.5
## - `77b3b41efa` 1 0.61 18454 1583.5
## - `7cb7913148_6` 1 0.65 18454 1583.6
## - `3df2300fa2` 1 0.68 18454 1583.6
## - `7cb7913148_2` 1 0.70 18454 1583.6
## - `9b6e0b36c2` 1 0.72 18454 1583.7
## - `0342faceb5` 1 0.77 18454 1583.7
## - fbf66c8021 1 0.91 18454 1583.8
## - c1b8ce2354 1 1.00 18454 1583.9
## - `3eb53ae932` 1 1.00 18454 1583.9
## - `0b846350ef` 1 1.30 18455 1584.2
## - dcfcbc2ea1 1 1.62 18455 1584.5
## - `8311343404` 1 1.75 18455 1584.6
## - `2e874bc151` 1 1.90 18455 1584.7
## - ba54a2a637 1 1.91 18455 1584.8
## - aa69c802b6 1 2.03 18456 1584.9
## <none> 18453 1585.0
## - `3e200bf766` 1 2.77 18456 1585.5
## - `7cb7913148_4` 1 2.87 18456 1585.6
## - `2a457d15d9` 1 3.34 18457 1586.1
## - e5efa4d39a 1 3.54 18457 1586.2
## - bdf934caa7 1 3.67 18457 1586.4
## - `29bbd86997` 1 3.81 18457 1586.5
## - `7925993f42` 1 3.85 18457 1586.5
## - `384bec5dd1_1` 1 4.08 18458 1586.7
## - `173b6590ae` 1 4.09 18458 1586.8
## + `7734c0c22f` 1 0.16 18453 1586.8
## + `7cb7913148_3` 1 0.15 18453 1586.8
## + `4468394575` 1 0.13 18453 1586.9
## - `298ed82b22` 1 4.22 18458 1586.9
## + `8a21502326` 1 0.12 18453 1586.9
## + `779d13189e` 1 0.11 18453 1586.9
## + `20f1afc5c7` 1 0.10 18453 1586.9
## + fdf8628ca7 1 0.06 18453 1586.9
## + `7cb7913148_1` 1 0.05 18453 1587.0
## + `0e2ab0831c` 1 0.03 18453 1587.0
## + b709f75447 1 0.03 18453 1587.0
## + d035af6ffa 1 0.03 18453 1587.0
## + `99d44111c9` 1 0.03 18453 1587.0
## + ac826f0013 1 0.03 18453 1587.0
## + `4fc17427c8` 1 0.02 18453 1587.0
## + `072b7e8f27` 1 0.02 18453 1587.0
## + `6516422788` 1 0.02 18453 1587.0
## + `63bcf89b1d` 1 0.02 18453 1587.0
## + `7cb7913148_5` 1 0.01 18453 1587.0
## + `7841b6a5b1` 1 0.01 18453 1587.0
## + d4d6566f9c 1 0.00 18453 1587.0
## - `56371466d7` 1 4.56 18458 1587.2
## - fe8cdd80ba 1 4.59 18458 1587.2
## - `136c1727c3` 1 4.60 18458 1587.2
## - `435dec85e2` 1 4.76 18458 1587.4
## - `1fa099bb01` 1 4.77 18458 1587.4
## - `96c30c7eef` 1 5.14 18459 1587.7
## - `1f222e3669` 1 5.82 18459 1588.3
## - c58f611921 1 6.22 18460 1588.7
## - abca7a848f 1 6.30 18460 1588.8
## - ffd1cdcfc1 1 6.51 18460 1589.0
## - `789b5244a9` 1 6.81 18460 1589.2
## - `04e7268385` 1 7.02 18460 1589.5
## - ed7e658a27 1 7.07 18460 1589.5
## - `65aed7dc1f` 1 7.70 18461 1590.1
## - f66b98dd69 1 8.12 18462 1590.5
## - `2719b72c0d` 1 8.35 18462 1590.7
## - e7ee22effb 1 8.50 18462 1590.8
## - `98475257f7` 1 8.89 18462 1591.2
## - fe0318e273 1 9.10 18462 1591.4
## - ae08d2297e 1 10.00 18464 1592.2
## - `253eb5ef11` 1 12.97 18466 1594.9
## - `49756d8e0f` 1 16.45 18470 1598.1
## - `60ec1426ce` 1 22.69 18476 1603.8
## - `016399044a` 1 28.96 18482 1609.6
## - c0c3df65b1 1 33.04 18486 1613.4
## - `087235d61e` 1 44.60 18498 1624.0
## - f0a0febd35 1 45.20 18499 1624.5
## - `1f3058af83` 1 50.05 18504 1629.0
## - a14fd026ce 1 66.57 18520 1644.1
## - `87b982928b` 1 70.42 18524 1647.7
## - `7fe6cb4c98` 1 74.78 18528 1651.7
## - f013b60e50 1 92.89 18546 1668.2
## - `5f360995ef` 1 103.86 18557 1678.3
## - ea0f4a32e3 1 126.94 18580 1699.4
## - `174825d438` 1 139.17 18593 1710.6
## - `8c2e088a3d` 1 217.00 18670 1781.5
## - `8f5f7c556a` 1 219.14 18673 1783.4
## - `2d7fe4693a` 1 226.81 18680 1790.4
## - e0a0772df0 1 310.33 18764 1866.2
## - d2c775fa99 1 332.28 18786 1886.0
## - beb6e17af1 1 497.16 18951 2034.4
## - `5b862c0a8f` 1 510.25 18964 2046.1
## - `9a575e82a4_1` 1 546.99 19000 2079.0
## - `06888ceac9_1` 1 619.26 19073 2143.4
## - `6db53d265a` 1 651.72 19105 2172.3
## - e86a2190c1 1 757.89 19211 2266.4
## - aee1e4fc85 1 764.88 19218 2272.6
##
## Step: AIC=1583.21
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + b4112a94a6 + `173b6590ae` +
## `3e200bf766` + a24802caa5 + `12eda2d982` + c58f611921 + `0b846350ef` +
## `9b6e0b36c2` + `0342faceb5` + ba54a2a637 + `7925993f42` +
## b9a487ac3c + ee2ac696ff + `55cf3f7627` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `25bbf0e7e7` 1 0.25 18454 1581.5
## - a24802caa5 1 0.29 18454 1581.5
## - `7743f273c2` 1 0.40 18454 1581.6
## - `55cf3f7627` 1 0.42 18454 1581.6
## - `7cb7913148_7` 1 0.51 18454 1581.7
## - `2bc6ab42f7` 1 0.55 18454 1581.7
## - `96e6f0be58` 1 0.55 18454 1581.7
## - b9a487ac3c 1 0.57 18454 1581.7
## - ee2ac696ff 1 0.57 18454 1581.7
## - `12eda2d982` 1 0.58 18454 1581.8
## - `77b3b41efa` 1 0.61 18454 1581.8
## - `55907cc1de` 1 0.62 18454 1581.8
## - `7cb7913148_6` 1 0.66 18454 1581.8
## - `3df2300fa2` 1 0.67 18454 1581.8
## - `7cb7913148_2` 1 0.70 18454 1581.9
## - `9b6e0b36c2` 1 0.72 18454 1581.9
## - `0342faceb5` 1 0.77 18454 1581.9
## - fbf66c8021 1 0.90 18455 1582.0
## - c1b8ce2354 1 1.00 18455 1582.1
## - `3eb53ae932` 1 1.00 18455 1582.1
## - `0b846350ef` 1 1.31 18455 1582.4
## - dcfcbc2ea1 1 1.62 18455 1582.7
## - `8311343404` 1 1.75 18455 1582.8
## - `2e874bc151` 1 1.89 18456 1583.0
## - ba54a2a637 1 1.91 18456 1583.0
## - aa69c802b6 1 2.03 18456 1583.1
## <none> 18454 1583.2
## - `3e200bf766` 1 2.76 18456 1583.8
## - `7cb7913148_4` 1 2.87 18457 1583.8
## - b4112a94a6 1 3.26 18457 1584.2
## - `2a457d15d9` 1 3.36 18457 1584.3
## - e5efa4d39a 1 3.54 18457 1584.5
## - bdf934caa7 1 3.66 18457 1584.6
## - `29bbd86997` 1 3.82 18458 1584.7
## - `7925993f42` 1 3.86 18458 1584.8
## - `384bec5dd1_1` 1 4.07 18458 1585.0
## - `173b6590ae` 1 4.10 18458 1585.0
## + `8de0382f02` 1 0.24 18453 1585.0
## + `7734c0c22f` 1 0.16 18454 1585.1
## + `7cb7913148_3` 1 0.15 18454 1585.1
## + `4468394575` 1 0.13 18454 1585.1
## + `8a21502326` 1 0.12 18454 1585.1
## + `779d13189e` 1 0.11 18454 1585.1
## - `298ed82b22` 1 4.24 18458 1585.1
## + `20f1afc5c7` 1 0.10 18454 1585.1
## + fdf8628ca7 1 0.06 18454 1585.2
## + `7cb7913148_1` 1 0.05 18454 1585.2
## + `0e2ab0831c` 1 0.03 18454 1585.2
## + b709f75447 1 0.03 18454 1585.2
## + `99d44111c9` 1 0.03 18454 1585.2
## + d035af6ffa 1 0.03 18454 1585.2
## + ac826f0013 1 0.03 18454 1585.2
## + `072b7e8f27` 1 0.02 18454 1585.2
## + `4fc17427c8` 1 0.02 18454 1585.2
## + `6516422788` 1 0.02 18454 1585.2
## + `63bcf89b1d` 1 0.02 18454 1585.2
## + `7cb7913148_5` 1 0.01 18454 1585.2
## + `7841b6a5b1` 1 0.01 18454 1585.2
## + d4d6566f9c 1 0.00 18454 1585.2
## - `56371466d7` 1 4.55 18458 1585.4
## - fe8cdd80ba 1 4.59 18458 1585.4
## - `136c1727c3` 1 4.62 18458 1585.5
## - `1fa099bb01` 1 4.75 18458 1585.6
## - `435dec85e2` 1 4.76 18458 1585.6
## - `96c30c7eef` 1 5.12 18459 1585.9
## - `1f222e3669` 1 5.84 18460 1586.6
## - c58f611921 1 6.21 18460 1586.9
## - abca7a848f 1 6.31 18460 1587.0
## - ffd1cdcfc1 1 6.50 18460 1587.2
## - `789b5244a9` 1 6.79 18460 1587.5
## - `04e7268385` 1 7.04 18461 1587.7
## - ed7e658a27 1 7.05 18461 1587.7
## - `65aed7dc1f` 1 7.69 18461 1588.3
## - f66b98dd69 1 8.15 18462 1588.7
## - `2719b72c0d` 1 8.38 18462 1588.9
## - e7ee22effb 1 8.47 18462 1589.0
## - `98475257f7` 1 8.88 18463 1589.4
## - fe0318e273 1 9.11 18463 1589.6
## - ae08d2297e 1 10.01 18464 1590.4
## - `253eb5ef11` 1 12.97 18467 1593.2
## - `49756d8e0f` 1 16.41 18470 1596.3
## - `60ec1426ce` 1 22.65 18476 1602.0
## - `016399044a` 1 28.89 18483 1607.8
## - c0c3df65b1 1 32.99 18487 1611.5
## - `087235d61e` 1 44.59 18498 1622.2
## - f0a0febd35 1 45.19 18499 1622.7
## - `1f3058af83` 1 50.13 18504 1627.3
## - a14fd026ce 1 66.54 18520 1642.3
## - `87b982928b` 1 70.33 18524 1645.8
## - `7fe6cb4c98` 1 74.84 18528 1649.9
## - f013b60e50 1 92.89 18547 1666.5
## - `5f360995ef` 1 104.04 18558 1676.7
## - ea0f4a32e3 1 127.12 18581 1697.8
## - `174825d438` 1 139.04 18593 1708.7
## - `8c2e088a3d` 1 217.06 18671 1779.8
## - `8f5f7c556a` 1 219.18 18673 1781.7
## - `2d7fe4693a` 1 226.81 18680 1788.6
## - e0a0772df0 1 310.40 18764 1864.5
## - d2c775fa99 1 332.36 18786 1884.3
## - beb6e17af1 1 497.31 18951 2032.8
## - `5b862c0a8f` 1 510.24 18964 2044.3
## - `9a575e82a4_1` 1 546.77 19000 2077.0
## - `06888ceac9_1` 1 619.36 19073 2141.8
## - `6db53d265a` 1 651.51 19105 2170.3
## - e86a2190c1 1 758.04 19212 2264.8
## - aee1e4fc85 1 765.01 19219 2270.9
##
## Step: AIC=1581.45
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `173b6590ae` + `3e200bf766` +
## a24802caa5 + `12eda2d982` + c58f611921 + `0b846350ef` + `9b6e0b36c2` +
## `0342faceb5` + ba54a2a637 + `7925993f42` + b9a487ac3c + ee2ac696ff +
## `55cf3f7627` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - a24802caa5 1 0.29 18454 1579.7
## - `7743f273c2` 1 0.40 18454 1579.8
## - `55cf3f7627` 1 0.41 18454 1579.8
## - `7cb7913148_7` 1 0.51 18454 1579.9
## - `2bc6ab42f7` 1 0.55 18454 1580.0
## - `96e6f0be58` 1 0.55 18454 1580.0
## - ee2ac696ff 1 0.57 18454 1580.0
## - b9a487ac3c 1 0.57 18454 1580.0
## - `12eda2d982` 1 0.59 18454 1580.0
## - `55907cc1de` 1 0.62 18455 1580.0
## - `77b3b41efa` 1 0.62 18455 1580.0
## - `7cb7913148_6` 1 0.66 18455 1580.0
## - `3df2300fa2` 1 0.67 18455 1580.1
## - `7cb7913148_2` 1 0.71 18455 1580.1
## - `9b6e0b36c2` 1 0.72 18455 1580.1
## - `0342faceb5` 1 0.77 18455 1580.2
## - fbf66c8021 1 0.90 18455 1580.3
## - c1b8ce2354 1 1.00 18455 1580.4
## - `3eb53ae932` 1 1.00 18455 1580.4
## - `0b846350ef` 1 1.31 18455 1580.7
## - dcfcbc2ea1 1 1.62 18456 1580.9
## - `8311343404` 1 1.72 18456 1581.0
## - `2e874bc151` 1 1.88 18456 1581.2
## - ba54a2a637 1 1.91 18456 1581.2
## - aa69c802b6 1 2.04 18456 1581.3
## <none> 18454 1581.5
## - `3e200bf766` 1 2.76 18457 1582.0
## - `7cb7913148_4` 1 2.86 18457 1582.1
## - b4112a94a6 1 3.28 18457 1582.5
## - `2a457d15d9` 1 3.36 18457 1582.5
## - e5efa4d39a 1 3.53 18458 1582.7
## - bdf934caa7 1 3.68 18458 1582.8
## - `29bbd86997` 1 3.80 18458 1582.9
## - `7925993f42` 1 3.85 18458 1583.0
## - `384bec5dd1_1` 1 4.06 18458 1583.2
## + `25bbf0e7e7` 1 0.25 18454 1583.2
## + `8de0382f02` 1 0.25 18454 1583.2
## - `173b6590ae` 1 4.11 18458 1583.2
## + `7734c0c22f` 1 0.17 18454 1583.3
## + `7cb7913148_3` 1 0.15 18454 1583.3
## + `4468394575` 1 0.14 18454 1583.3
## + `8a21502326` 1 0.12 18454 1583.3
## + `779d13189e` 1 0.11 18454 1583.3
## + `20f1afc5c7` 1 0.10 18454 1583.3
## - `298ed82b22` 1 4.26 18458 1583.4
## + fdf8628ca7 1 0.06 18454 1583.4
## + `7cb7913148_1` 1 0.05 18454 1583.4
## + `0e2ab0831c` 1 0.03 18454 1583.4
## + b709f75447 1 0.03 18454 1583.4
## + ac826f0013 1 0.03 18454 1583.4
## + d035af6ffa 1 0.03 18454 1583.4
## + `99d44111c9` 1 0.03 18454 1583.4
## + `6516422788` 1 0.02 18454 1583.4
## + `4fc17427c8` 1 0.02 18454 1583.4
## + `072b7e8f27` 1 0.02 18454 1583.4
## + `63bcf89b1d` 1 0.02 18454 1583.4
## + `7cb7913148_5` 1 0.01 18454 1583.4
## + `7841b6a5b1` 1 0.01 18454 1583.4
## + d4d6566f9c 1 0.00 18454 1583.5
## - `56371466d7` 1 4.54 18458 1583.6
## - fe8cdd80ba 1 4.57 18458 1583.7
## - `136c1727c3` 1 4.60 18458 1583.7
## - `1fa099bb01` 1 4.76 18459 1583.8
## - `435dec85e2` 1 4.78 18459 1583.8
## - `96c30c7eef` 1 5.16 18459 1584.2
## - `1f222e3669` 1 5.84 18460 1584.8
## - c58f611921 1 6.22 18460 1585.2
## - abca7a848f 1 6.33 18460 1585.3
## - ffd1cdcfc1 1 6.50 18460 1585.4
## - `789b5244a9` 1 6.83 18461 1585.7
## - `04e7268385` 1 7.03 18461 1585.9
## - ed7e658a27 1 7.10 18461 1586.0
## - `65aed7dc1f` 1 7.69 18462 1586.5
## - f66b98dd69 1 8.25 18462 1587.0
## - e7ee22effb 1 8.48 18462 1587.2
## - `2719b72c0d` 1 8.48 18462 1587.2
## - `98475257f7` 1 8.88 18463 1587.6
## - fe0318e273 1 9.10 18463 1587.8
## - ae08d2297e 1 10.02 18464 1588.7
## - `253eb5ef11` 1 13.00 18467 1591.4
## - `49756d8e0f` 1 16.44 18470 1594.6
## - `60ec1426ce` 1 22.72 18477 1600.3
## - `016399044a` 1 28.89 18483 1606.0
## - c0c3df65b1 1 32.96 18487 1609.8
## - `087235d61e` 1 44.60 18498 1620.4
## - f0a0febd35 1 45.18 18499 1621.0
## - `1f3058af83` 1 50.15 18504 1625.5
## - a14fd026ce 1 66.51 18520 1640.5
## - `87b982928b` 1 70.27 18524 1644.0
## - `7fe6cb4c98` 1 74.82 18529 1648.2
## - f013b60e50 1 92.76 18547 1664.6
## - `5f360995ef` 1 104.09 18558 1675.0
## - ea0f4a32e3 1 127.04 18581 1695.9
## - `174825d438` 1 139.12 18593 1707.0
## - `8c2e088a3d` 1 217.00 18671 1778.0
## - `8f5f7c556a` 1 219.13 18673 1779.9
## - `2d7fe4693a` 1 226.74 18681 1786.8
## - e0a0772df0 1 310.44 18764 1862.7
## - d2c775fa99 1 332.31 18786 1882.5
## - beb6e17af1 1 497.70 18952 2031.3
## - `5b862c0a8f` 1 510.66 18965 2042.9
## - `9a575e82a4_1` 1 546.99 19001 2075.4
## - `06888ceac9_1` 1 619.61 19074 2140.2
## - `6db53d265a` 1 651.59 19106 2168.7
## - e86a2190c1 1 758.05 19212 2263.0
## - aee1e4fc85 1 764.80 19219 2269.0
##
## Step: AIC=1579.72
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `173b6590ae` + `3e200bf766` +
## `12eda2d982` + c58f611921 + `0b846350ef` + `9b6e0b36c2` +
## `0342faceb5` + ba54a2a637 + `7925993f42` + b9a487ac3c + ee2ac696ff +
## `55cf3f7627` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7743f273c2` 1 0.40 18455 1578.1
## - `55cf3f7627` 1 0.42 18455 1578.1
## - `7cb7913148_7` 1 0.51 18455 1578.2
## - `96e6f0be58` 1 0.55 18455 1578.2
## - `2bc6ab42f7` 1 0.55 18455 1578.2
## - b9a487ac3c 1 0.56 18455 1578.2
## - ee2ac696ff 1 0.57 18455 1578.2
## - `12eda2d982` 1 0.59 18455 1578.3
## - `55907cc1de` 1 0.62 18455 1578.3
## - `77b3b41efa` 1 0.63 18455 1578.3
## - `7cb7913148_6` 1 0.66 18455 1578.3
## - `3df2300fa2` 1 0.67 18455 1578.3
## - `7cb7913148_2` 1 0.69 18455 1578.3
## - `9b6e0b36c2` 1 0.72 18455 1578.4
## - `0342faceb5` 1 0.77 18455 1578.4
## - fbf66c8021 1 0.89 18455 1578.5
## - c1b8ce2354 1 0.99 18455 1578.6
## - `3eb53ae932` 1 0.99 18455 1578.6
## - `0b846350ef` 1 1.31 18456 1578.9
## - dcfcbc2ea1 1 1.61 18456 1579.2
## - `8311343404` 1 1.71 18456 1579.3
## - `2e874bc151` 1 1.88 18456 1579.5
## - ba54a2a637 1 1.91 18456 1579.5
## - aa69c802b6 1 2.04 18456 1579.6
## <none> 18454 1579.7
## - `3e200bf766` 1 2.76 18457 1580.3
## - `7cb7913148_4` 1 2.86 18457 1580.3
## - b4112a94a6 1 3.28 18458 1580.7
## - `2a457d15d9` 1 3.36 18458 1580.8
## - e5efa4d39a 1 3.53 18458 1581.0
## - bdf934caa7 1 3.67 18458 1581.1
## - `29bbd86997` 1 3.80 18458 1581.2
## - `7925993f42` 1 3.84 18458 1581.2
## + a24802caa5 1 0.29 18454 1581.5
## - `384bec5dd1_1` 1 4.06 18458 1581.5
## + `25bbf0e7e7` 1 0.26 18454 1581.5
## + `8de0382f02` 1 0.25 18454 1581.5
## - `173b6590ae` 1 4.13 18458 1581.5
## + `7734c0c22f` 1 0.17 18454 1581.6
## + `7cb7913148_3` 1 0.15 18454 1581.6
## + `4468394575` 1 0.14 18454 1581.6
## + `8a21502326` 1 0.12 18454 1581.6
## + `779d13189e` 1 0.11 18454 1581.6
## + `20f1afc5c7` 1 0.10 18454 1581.6
## - `298ed82b22` 1 4.28 18458 1581.7
## + fdf8628ca7 1 0.06 18454 1581.7
## + `7cb7913148_1` 1 0.05 18454 1581.7
## + `0e2ab0831c` 1 0.03 18454 1581.7
## + b709f75447 1 0.03 18454 1581.7
## + d035af6ffa 1 0.03 18454 1581.7
## + ac826f0013 1 0.03 18454 1581.7
## + `99d44111c9` 1 0.03 18454 1581.7
## + `6516422788` 1 0.02 18454 1581.7
## + `072b7e8f27` 1 0.02 18454 1581.7
## + `4fc17427c8` 1 0.02 18454 1581.7
## + `63bcf89b1d` 1 0.02 18454 1581.7
## + `7cb7913148_5` 1 0.01 18454 1581.7
## + `7841b6a5b1` 1 0.01 18454 1581.7
## + d4d6566f9c 1 0.00 18454 1581.7
## - `136c1727c3` 1 4.55 18459 1581.9
## - `56371466d7` 1 4.55 18459 1581.9
## - fe8cdd80ba 1 4.56 18459 1581.9
## - `435dec85e2` 1 4.78 18459 1582.1
## - `1fa099bb01` 1 4.78 18459 1582.1
## - `96c30c7eef` 1 5.18 18459 1582.5
## - `1f222e3669` 1 5.85 18460 1583.1
## - c58f611921 1 6.22 18460 1583.4
## - abca7a848f 1 6.31 18460 1583.5
## - ffd1cdcfc1 1 6.49 18461 1583.7
## - `789b5244a9` 1 6.86 18461 1584.0
## - `04e7268385` 1 6.99 18461 1584.2
## - ed7e658a27 1 7.13 18461 1584.3
## - `65aed7dc1f` 1 7.70 18462 1584.8
## - f66b98dd69 1 8.25 18462 1585.3
## - e7ee22effb 1 8.45 18463 1585.5
## - `2719b72c0d` 1 8.48 18463 1585.5
## - `98475257f7` 1 8.90 18463 1585.9
## - fe0318e273 1 9.12 18463 1586.1
## - ae08d2297e 1 10.05 18464 1587.0
## - `253eb5ef11` 1 13.02 18467 1589.7
## - `49756d8e0f` 1 16.41 18471 1592.8
## - `60ec1426ce` 1 22.78 18477 1598.7
## - `016399044a` 1 28.95 18483 1604.3
## - c0c3df65b1 1 32.95 18487 1608.0
## - `087235d61e` 1 44.56 18499 1618.7
## - f0a0febd35 1 45.15 18499 1619.2
## - `1f3058af83` 1 50.21 18504 1623.8
## - a14fd026ce 1 66.47 18521 1638.8
## - `87b982928b` 1 70.30 18524 1642.3
## - `7fe6cb4c98` 1 74.84 18529 1646.4
## - f013b60e50 1 92.75 18547 1662.8
## - `5f360995ef` 1 104.00 18558 1673.1
## - ea0f4a32e3 1 127.12 18581 1694.3
## - `174825d438` 1 139.14 18593 1705.3
## - `8c2e088a3d` 1 217.03 18671 1776.2
## - `8f5f7c556a` 1 219.07 18673 1778.1
## - `2d7fe4693a` 1 226.64 18681 1785.0
## - e0a0772df0 1 310.23 18764 1860.8
## - d2c775fa99 1 332.22 18786 1880.7
## - beb6e17af1 1 497.74 18952 2029.6
## - `5b862c0a8f` 1 511.16 18965 2041.6
## - `9a575e82a4_1` 1 546.94 19001 2073.7
## - `06888ceac9_1` 1 619.56 19074 2138.4
## - `6db53d265a` 1 651.56 19106 2166.9
## - e86a2190c1 1 758.32 19213 2261.5
## - aee1e4fc85 1 764.64 19219 2267.1
##
## Step: AIC=1578.08
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `173b6590ae` + `3e200bf766` +
## `12eda2d982` + c58f611921 + `0b846350ef` + `9b6e0b36c2` +
## `0342faceb5` + ba54a2a637 + `7925993f42` + b9a487ac3c + ee2ac696ff +
## `55cf3f7627` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `55cf3f7627` 1 0.42 18455 1576.5
## - `7cb7913148_7` 1 0.51 18455 1576.6
## - `2bc6ab42f7` 1 0.55 18455 1576.6
## - `96e6f0be58` 1 0.55 18455 1576.6
## - b9a487ac3c 1 0.57 18455 1576.6
## - ee2ac696ff 1 0.57 18455 1576.6
## - `12eda2d982` 1 0.59 18455 1576.6
## - `55907cc1de` 1 0.62 18455 1576.7
## - `77b3b41efa` 1 0.63 18455 1576.7
## - `7cb7913148_6` 1 0.65 18455 1576.7
## - `3df2300fa2` 1 0.67 18455 1576.7
## - `7cb7913148_2` 1 0.69 18455 1576.7
## - `9b6e0b36c2` 1 0.72 18455 1576.7
## - `0342faceb5` 1 0.76 18455 1576.8
## - fbf66c8021 1 0.89 18456 1576.9
## - c1b8ce2354 1 0.98 18456 1577.0
## - `3eb53ae932` 1 0.98 18456 1577.0
## - `0b846350ef` 1 1.31 18456 1577.3
## - dcfcbc2ea1 1 1.60 18456 1577.5
## - `8311343404` 1 1.70 18456 1577.7
## - `2e874bc151` 1 1.87 18456 1577.8
## - ba54a2a637 1 1.91 18456 1577.8
## - aa69c802b6 1 2.05 18457 1578.0
## <none> 18455 1578.1
## - `3e200bf766` 1 2.77 18457 1578.6
## - `7cb7913148_4` 1 2.85 18458 1578.7
## - b4112a94a6 1 3.28 18458 1579.1
## - `2a457d15d9` 1 3.37 18458 1579.2
## - e5efa4d39a 1 3.55 18458 1579.3
## - bdf934caa7 1 3.66 18458 1579.5
## - `29bbd86997` 1 3.82 18458 1579.6
## - `7925993f42` 1 3.84 18458 1579.6
## + `7743f273c2` 1 0.40 18454 1579.7
## + a24802caa5 1 0.29 18454 1579.8
## - `384bec5dd1_1` 1 4.08 18459 1579.8
## + `25bbf0e7e7` 1 0.26 18454 1579.8
## + `8de0382f02` 1 0.25 18454 1579.9
## - `173b6590ae` 1 4.14 18459 1579.9
## + `7734c0c22f` 1 0.17 18454 1579.9
## + `7cb7913148_3` 1 0.15 18454 1580.0
## + `4468394575` 1 0.14 18454 1580.0
## + `8a21502326` 1 0.12 18454 1580.0
## + `779d13189e` 1 0.11 18454 1580.0
## + `20f1afc5c7` 1 0.10 18454 1580.0
## - `298ed82b22` 1 4.29 18459 1580.0
## + fdf8628ca7 1 0.06 18455 1580.0
## + `7cb7913148_1` 1 0.05 18455 1580.0
## + `0e2ab0831c` 1 0.04 18455 1580.0
## + b709f75447 1 0.03 18455 1580.0
## + d035af6ffa 1 0.03 18455 1580.1
## + `99d44111c9` 1 0.03 18455 1580.1
## + ac826f0013 1 0.03 18455 1580.1
## + `6516422788` 1 0.02 18455 1580.1
## + `072b7e8f27` 1 0.02 18455 1580.1
## + `4fc17427c8` 1 0.02 18455 1580.1
## + `63bcf89b1d` 1 0.02 18455 1580.1
## + `7cb7913148_5` 1 0.01 18455 1580.1
## + `7841b6a5b1` 1 0.01 18455 1580.1
## + d4d6566f9c 1 0.00 18455 1580.1
## - `56371466d7` 1 4.52 18459 1580.2
## - `136c1727c3` 1 4.53 18459 1580.2
## - fe8cdd80ba 1 4.55 18459 1580.3
## - `435dec85e2` 1 4.77 18459 1580.5
## - `1fa099bb01` 1 4.78 18459 1580.5
## - `96c30c7eef` 1 5.22 18460 1580.9
## - `1f222e3669` 1 5.86 18460 1581.5
## - c58f611921 1 6.25 18461 1581.8
## - abca7a848f 1 6.30 18461 1581.9
## - ffd1cdcfc1 1 6.50 18461 1582.1
## - `789b5244a9` 1 6.91 18462 1582.4
## - `04e7268385` 1 7.02 18462 1582.5
## - ed7e658a27 1 7.17 18462 1582.7
## - `65aed7dc1f` 1 7.70 18462 1583.2
## - f66b98dd69 1 8.29 18463 1583.7
## - e7ee22effb 1 8.46 18463 1583.9
## - `2719b72c0d` 1 8.52 18463 1583.9
## - `98475257f7` 1 8.91 18464 1584.3
## - fe0318e273 1 9.10 18464 1584.5
## - ae08d2297e 1 10.01 18465 1585.3
## - `253eb5ef11` 1 13.04 18468 1588.1
## - `49756d8e0f` 1 16.37 18471 1591.1
## - `60ec1426ce` 1 22.79 18477 1597.0
## - `016399044a` 1 28.95 18484 1602.7
## - c0c3df65b1 1 32.97 18488 1606.4
## - `087235d61e` 1 44.63 18499 1617.1
## - f0a0febd35 1 45.08 18500 1617.5
## - `1f3058af83` 1 50.15 18505 1622.2
## - a14fd026ce 1 66.43 18521 1637.1
## - `87b982928b` 1 70.39 18525 1640.7
## - `7fe6cb4c98` 1 74.85 18530 1644.8
## - f013b60e50 1 92.63 18547 1661.1
## - `5f360995ef` 1 104.11 18559 1671.6
## - ea0f4a32e3 1 127.25 18582 1692.8
## - `174825d438` 1 139.29 18594 1703.8
## - `8c2e088a3d` 1 217.16 18672 1774.7
## - `8f5f7c556a` 1 219.10 18674 1776.5
## - `2d7fe4693a` 1 226.63 18681 1783.3
## - e0a0772df0 1 310.01 18765 1859.0
## - d2c775fa99 1 331.99 18787 1878.8
## - beb6e17af1 1 497.70 18952 2028.0
## - `5b862c0a8f` 1 511.17 18966 2040.0
## - `9a575e82a4_1` 1 546.84 19002 2071.9
## - `06888ceac9_1` 1 619.29 19074 2136.5
## - `6db53d265a` 1 651.29 19106 2165.0
## - e86a2190c1 1 757.93 19213 2259.5
## - aee1e4fc85 1 764.56 19219 2265.4
##
## Step: AIC=1576.47
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `173b6590ae` + `3e200bf766` +
## `12eda2d982` + c58f611921 + `0b846350ef` + `9b6e0b36c2` +
## `0342faceb5` + ba54a2a637 + `7925993f42` + b9a487ac3c + ee2ac696ff +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_7` 1 0.50 18456 1574.9
## - `96e6f0be58` 1 0.54 18456 1575.0
## - `2bc6ab42f7` 1 0.55 18456 1575.0
## - b9a487ac3c 1 0.57 18456 1575.0
## - ee2ac696ff 1 0.57 18456 1575.0
## - `12eda2d982` 1 0.58 18456 1575.0
## - `55907cc1de` 1 0.61 18456 1575.0
## - `77b3b41efa` 1 0.63 18456 1575.0
## - `3df2300fa2` 1 0.66 18456 1575.1
## - `7cb7913148_6` 1 0.67 18456 1575.1
## - `7cb7913148_2` 1 0.69 18456 1575.1
## - `9b6e0b36c2` 1 0.72 18456 1575.1
## - `0342faceb5` 1 0.78 18456 1575.2
## - fbf66c8021 1 0.89 18456 1575.3
## - c1b8ce2354 1 0.97 18456 1575.4
## - `3eb53ae932` 1 0.97 18456 1575.4
## - `0b846350ef` 1 1.32 18456 1575.7
## - dcfcbc2ea1 1 1.61 18457 1576.0
## - `8311343404` 1 1.71 18457 1576.0
## - `2e874bc151` 1 1.88 18457 1576.2
## - ba54a2a637 1 1.91 18457 1576.2
## - aa69c802b6 1 2.06 18457 1576.4
## <none> 18455 1576.5
## - `3e200bf766` 1 2.77 18458 1577.0
## - `7cb7913148_4` 1 2.83 18458 1577.1
## - b4112a94a6 1 3.27 18458 1577.5
## - `2a457d15d9` 1 3.34 18458 1577.5
## - e5efa4d39a 1 3.55 18459 1577.7
## - bdf934caa7 1 3.63 18459 1577.8
## - `29bbd86997` 1 3.82 18459 1578.0
## - `7925993f42` 1 3.86 18459 1578.0
## + `55cf3f7627` 1 0.42 18455 1578.1
## + `7743f273c2` 1 0.40 18455 1578.1
## + a24802caa5 1 0.29 18455 1578.2
## - `384bec5dd1_1` 1 4.09 18459 1578.2
## + `8de0382f02` 1 0.25 18455 1578.2
## + `25bbf0e7e7` 1 0.25 18455 1578.2
## - `173b6590ae` 1 4.13 18459 1578.3
## + `7734c0c22f` 1 0.17 18455 1578.3
## + `7cb7913148_3` 1 0.15 18455 1578.3
## + `4468394575` 1 0.14 18455 1578.3
## + `8a21502326` 1 0.12 18455 1578.4
## + `779d13189e` 1 0.11 18455 1578.4
## + `20f1afc5c7` 1 0.10 18455 1578.4
## + fdf8628ca7 1 0.06 18455 1578.4
## + `7cb7913148_1` 1 0.06 18455 1578.4
## - `298ed82b22` 1 4.30 18459 1578.4
## + `0e2ab0831c` 1 0.04 18455 1578.4
## + b709f75447 1 0.03 18455 1578.4
## + d035af6ffa 1 0.03 18455 1578.4
## + ac826f0013 1 0.03 18455 1578.4
## + `6516422788` 1 0.02 18455 1578.4
## + `99d44111c9` 1 0.02 18455 1578.4
## + `072b7e8f27` 1 0.02 18455 1578.5
## + `4fc17427c8` 1 0.02 18455 1578.5
## + `63bcf89b1d` 1 0.01 18455 1578.5
## + `7cb7913148_5` 1 0.01 18455 1578.5
## + `7841b6a5b1` 1 0.01 18455 1578.5
## + d4d6566f9c 1 0.00 18455 1578.5
## - `56371466d7` 1 4.52 18460 1578.6
## - fe8cdd80ba 1 4.53 18460 1578.6
## - `136c1727c3` 1 4.53 18460 1578.6
## - `435dec85e2` 1 4.77 18460 1578.8
## - `1fa099bb01` 1 4.78 18460 1578.9
## - `96c30c7eef` 1 5.24 18460 1579.3
## - `1f222e3669` 1 5.80 18461 1579.8
## - c58f611921 1 6.24 18461 1580.2
## - abca7a848f 1 6.32 18461 1580.3
## - ffd1cdcfc1 1 6.51 18462 1580.5
## - `789b5244a9` 1 6.92 18462 1580.8
## - `04e7268385` 1 7.03 18462 1580.9
## - ed7e658a27 1 7.19 18462 1581.1
## - `65aed7dc1f` 1 7.71 18463 1581.5
## - f66b98dd69 1 8.27 18463 1582.1
## - e7ee22effb 1 8.45 18464 1582.2
## - `2719b72c0d` 1 8.51 18464 1582.3
## - `98475257f7` 1 8.91 18464 1582.7
## - fe0318e273 1 9.11 18464 1582.8
## - ae08d2297e 1 9.99 18465 1583.7
## - `253eb5ef11` 1 13.06 18468 1586.5
## - `49756d8e0f` 1 16.39 18471 1589.5
## - `60ec1426ce` 1 22.80 18478 1595.4
## - `016399044a` 1 28.95 18484 1601.1
## - c0c3df65b1 1 33.00 18488 1604.8
## - `087235d61e` 1 44.65 18500 1615.5
## - f0a0febd35 1 45.15 18500 1616.0
## - `1f3058af83` 1 50.23 18505 1620.6
## - a14fd026ce 1 66.41 18522 1635.5
## - `87b982928b` 1 70.53 18526 1639.2
## - `7fe6cb4c98` 1 74.91 18530 1643.2
## - f013b60e50 1 92.79 18548 1659.6
## - `5f360995ef` 1 104.17 18559 1670.0
## - ea0f4a32e3 1 127.32 18582 1691.2
## - `174825d438` 1 139.50 18594 1702.3
## - `8c2e088a3d` 1 217.42 18672 1773.3
## - `8f5f7c556a` 1 219.17 18674 1774.9
## - `2d7fe4693a` 1 226.39 18681 1781.5
## - e0a0772df0 1 309.91 18765 1857.2
## - d2c775fa99 1 332.13 18787 1877.3
## - beb6e17af1 1 497.48 18952 2026.1
## - `5b862c0a8f` 1 510.89 18966 2038.1
## - `9a575e82a4_1` 1 546.96 19002 2070.4
## - `06888ceac9_1` 1 619.33 19074 2134.9
## - `6db53d265a` 1 651.64 19107 2163.7
## - e86a2190c1 1 758.14 19213 2258.1
## - aee1e4fc85 1 764.55 19220 2263.7
##
## Step: AIC=1574.92
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `1fa099bb01` + `435dec85e2` + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + fbf66c8021 + `77b3b41efa` +
## b4112a94a6 + `173b6590ae` + `3e200bf766` + `12eda2d982` +
## c58f611921 + `0b846350ef` + `9b6e0b36c2` + `0342faceb5` +
## ba54a2a637 + `7925993f42` + b9a487ac3c + ee2ac696ff + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `96e6f0be58` 1 0.53 18456 1573.4
## - `2bc6ab42f7` 1 0.54 18456 1573.4
## - `12eda2d982` 1 0.57 18456 1573.5
## - b9a487ac3c 1 0.57 18456 1573.5
## - ee2ac696ff 1 0.58 18456 1573.5
## - `55907cc1de` 1 0.63 18456 1573.5
## - `77b3b41efa` 1 0.63 18456 1573.5
## - `3df2300fa2` 1 0.65 18456 1573.5
## - `7cb7913148_6` 1 0.67 18456 1573.5
## - `7cb7913148_2` 1 0.70 18456 1573.6
## - `9b6e0b36c2` 1 0.72 18456 1573.6
## - `0342faceb5` 1 0.79 18456 1573.7
## - fbf66c8021 1 0.90 18456 1573.8
## - c1b8ce2354 1 0.98 18456 1573.8
## - `3eb53ae932` 1 0.98 18456 1573.8
## - `0b846350ef` 1 1.32 18457 1574.1
## - dcfcbc2ea1 1 1.61 18457 1574.4
## - `8311343404` 1 1.71 18457 1574.5
## - `2e874bc151` 1 1.90 18457 1574.7
## - ba54a2a637 1 1.91 18458 1574.7
## - aa69c802b6 1 2.06 18458 1574.8
## <none> 18456 1574.9
## - `3e200bf766` 1 2.76 18458 1575.5
## - `7cb7913148_4` 1 2.83 18458 1575.5
## - b4112a94a6 1 3.30 18459 1576.0
## - `2a457d15d9` 1 3.35 18459 1576.0
## - e5efa4d39a 1 3.55 18459 1576.2
## - bdf934caa7 1 3.64 18459 1576.3
## - `29bbd86997` 1 3.82 18459 1576.4
## + `7cb7913148_7` 1 0.50 18455 1576.5
## - `7925993f42` 1 3.89 18459 1576.5
## + `7743f273c2` 1 0.40 18455 1576.5
## + `55cf3f7627` 1 0.40 18455 1576.6
## + a24802caa5 1 0.29 18455 1576.7
## - `384bec5dd1_1` 1 4.05 18460 1576.7
## + `25bbf0e7e7` 1 0.25 18455 1576.7
## + `8de0382f02` 1 0.25 18455 1576.7
## - `173b6590ae` 1 4.12 18460 1576.7
## + `7734c0c22f` 1 0.17 18455 1576.8
## + `4468394575` 1 0.15 18455 1576.8
## + `7cb7913148_3` 1 0.15 18455 1576.8
## + `8a21502326` 1 0.12 18455 1576.8
## + `779d13189e` 1 0.11 18455 1576.8
## + `20f1afc5c7` 1 0.10 18455 1576.8
## + `7cb7913148_1` 1 0.06 18456 1576.9
## + fdf8628ca7 1 0.06 18456 1576.9
## + `0e2ab0831c` 1 0.04 18456 1576.9
## + b709f75447 1 0.03 18456 1576.9
## + d035af6ffa 1 0.03 18456 1576.9
## + `6516422788` 1 0.03 18456 1576.9
## + ac826f0013 1 0.03 18456 1576.9
## + `072b7e8f27` 1 0.02 18456 1576.9
## + `99d44111c9` 1 0.02 18456 1576.9
## + `4fc17427c8` 1 0.02 18456 1576.9
## + `63bcf89b1d` 1 0.01 18456 1576.9
## + `7cb7913148_5` 1 0.01 18456 1576.9
## + `7841b6a5b1` 1 0.01 18456 1576.9
## + d4d6566f9c 1 0.00 18456 1576.9
## - `298ed82b22` 1 4.35 18460 1576.9
## - `56371466d7` 1 4.50 18460 1577.1
## - fe8cdd80ba 1 4.52 18460 1577.1
## - `136c1727c3` 1 4.55 18460 1577.1
## - `1fa099bb01` 1 4.75 18460 1577.3
## - `435dec85e2` 1 4.76 18460 1577.3
## - `96c30c7eef` 1 5.22 18461 1577.7
## - `1f222e3669` 1 5.82 18461 1578.3
## - c58f611921 1 6.24 18462 1578.7
## - abca7a848f 1 6.35 18462 1578.8
## - ffd1cdcfc1 1 6.51 18462 1578.9
## - `789b5244a9` 1 6.90 18462 1579.3
## - `04e7268385` 1 7.01 18463 1579.4
## - ed7e658a27 1 7.17 18463 1579.5
## - `65aed7dc1f` 1 7.75 18463 1580.0
## - f66b98dd69 1 8.23 18464 1580.5
## - `2719b72c0d` 1 8.46 18464 1580.7
## - e7ee22effb 1 8.48 18464 1580.7
## - `98475257f7` 1 8.90 18464 1581.1
## - fe0318e273 1 8.98 18464 1581.2
## - ae08d2297e 1 10.06 18466 1582.2
## - `253eb5ef11` 1 13.08 18469 1585.0
## - `49756d8e0f` 1 16.42 18472 1588.0
## - `60ec1426ce` 1 22.79 18478 1593.9
## - `016399044a` 1 28.91 18484 1599.5
## - c0c3df65b1 1 32.96 18488 1603.2
## - `087235d61e` 1 44.68 18500 1614.0
## - f0a0febd35 1 45.14 18501 1614.4
## - `1f3058af83` 1 50.45 18506 1619.3
## - a14fd026ce 1 66.53 18522 1634.0
## - `87b982928b` 1 70.41 18526 1637.6
## - `7fe6cb4c98` 1 74.97 18530 1641.8
## - f013b60e50 1 92.88 18548 1658.2
## - `5f360995ef` 1 104.13 18560 1668.5
## - ea0f4a32e3 1 127.31 18583 1689.7
## - `174825d438` 1 139.57 18595 1700.8
## - `8c2e088a3d` 1 217.42 18673 1771.8
## - `8f5f7c556a` 1 219.16 18675 1773.4
## - `2d7fe4693a` 1 226.18 18682 1779.8
## - e0a0772df0 1 309.99 18766 1855.8
## - d2c775fa99 1 331.89 18787 1875.6
## - beb6e17af1 1 498.06 18954 2025.1
## - `5b862c0a8f` 1 510.85 18966 2036.5
## - `9a575e82a4_1` 1 547.06 19003 2068.9
## - `06888ceac9_1` 1 619.52 19075 2133.6
## - `6db53d265a` 1 651.69 19107 2162.2
## - e86a2190c1 1 758.31 19214 2256.7
## - aee1e4fc85 1 765.11 19221 2262.7
##
## Step: AIC=1573.41
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` +
## `435dec85e2` + `04e7268385` + `8311343404` + e7ee22effb +
## `298ed82b22` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + b4112a94a6 + `173b6590ae` +
## `3e200bf766` + `12eda2d982` + c58f611921 + `0b846350ef` +
## `9b6e0b36c2` + `0342faceb5` + ba54a2a637 + `7925993f42` +
## b9a487ac3c + ee2ac696ff + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `3df2300fa2` 1 0.14 18456 1571.5
## - `2bc6ab42f7` 1 0.31 18456 1571.7
## - b9a487ac3c 1 0.57 18457 1571.9
## - `12eda2d982` 1 0.57 18457 1571.9
## - ee2ac696ff 1 0.58 18457 1571.9
## - `55907cc1de` 1 0.63 18457 1572.0
## - `77b3b41efa` 1 0.63 18457 1572.0
## - `7cb7913148_6` 1 0.68 18457 1572.0
## - `7cb7913148_2` 1 0.70 18457 1572.0
## - `9b6e0b36c2` 1 0.72 18457 1572.1
## - `0342faceb5` 1 0.78 18457 1572.1
## - fbf66c8021 1 0.90 18457 1572.2
## - c1b8ce2354 1 0.98 18457 1572.3
## - `3eb53ae932` 1 0.98 18457 1572.3
## - `0b846350ef` 1 1.31 18457 1572.6
## - dcfcbc2ea1 1 1.62 18458 1572.9
## - `8311343404` 1 1.69 18458 1573.0
## - `2e874bc151` 1 1.87 18458 1573.1
## - ba54a2a637 1 1.91 18458 1573.2
## - aa69c802b6 1 2.05 18458 1573.3
## <none> 18456 1573.4
## - `3e200bf766` 1 2.76 18459 1573.9
## - `7cb7913148_4` 1 2.82 18459 1574.0
## - b4112a94a6 1 3.27 18459 1574.4
## - `2a457d15d9` 1 3.33 18459 1574.5
## - e5efa4d39a 1 3.54 18460 1574.7
## - bdf934caa7 1 3.66 18460 1574.8
## - `29bbd86997` 1 3.82 18460 1574.9
## + `96e6f0be58` 1 0.53 18456 1574.9
## + `7cb7913148_7` 1 0.49 18456 1575.0
## - `7925993f42` 1 3.87 18460 1575.0
## + `7743f273c2` 1 0.40 18456 1575.0
## + `55cf3f7627` 1 0.39 18456 1575.0
## - `384bec5dd1_1` 1 4.05 18460 1575.1
## + a24802caa5 1 0.29 18456 1575.1
## + `25bbf0e7e7` 1 0.25 18456 1575.2
## + `8de0382f02` 1 0.24 18456 1575.2
## - `173b6590ae` 1 4.11 18460 1575.2
## + `7734c0c22f` 1 0.16 18456 1575.3
## + `7cb7913148_3` 1 0.15 18456 1575.3
## + `4468394575` 1 0.15 18456 1575.3
## + `8a21502326` 1 0.12 18456 1575.3
## + `779d13189e` 1 0.10 18456 1575.3
## + `20f1afc5c7` 1 0.10 18456 1575.3
## + fdf8628ca7 1 0.05 18456 1575.4
## + `7cb7913148_1` 1 0.05 18456 1575.4
## + `0e2ab0831c` 1 0.04 18456 1575.4
## + b709f75447 1 0.03 18456 1575.4
## + ac826f0013 1 0.03 18456 1575.4
## + d035af6ffa 1 0.03 18456 1575.4
## + `6516422788` 1 0.03 18456 1575.4
## + `072b7e8f27` 1 0.02 18456 1575.4
## + `4fc17427c8` 1 0.02 18456 1575.4
## + `99d44111c9` 1 0.02 18456 1575.4
## + `63bcf89b1d` 1 0.01 18456 1575.4
## + `7cb7913148_5` 1 0.01 18456 1575.4
## + `7841b6a5b1` 1 0.01 18456 1575.4
## + d4d6566f9c 1 0.00 18456 1575.4
## - `298ed82b22` 1 4.40 18460 1575.5
## - `56371466d7` 1 4.49 18461 1575.5
## - fe8cdd80ba 1 4.51 18461 1575.6
## - `136c1727c3` 1 4.58 18461 1575.6
## - `435dec85e2` 1 4.76 18461 1575.8
## - `1fa099bb01` 1 4.77 18461 1575.8
## - `96c30c7eef` 1 5.20 18461 1576.2
## - `1f222e3669` 1 5.81 18462 1576.8
## - c58f611921 1 6.21 18462 1577.1
## - abca7a848f 1 6.32 18462 1577.2
## - ffd1cdcfc1 1 6.51 18463 1577.4
## - `789b5244a9` 1 6.88 18463 1577.7
## - `04e7268385` 1 6.98 18463 1577.8
## - ed7e658a27 1 7.15 18463 1578.0
## - `65aed7dc1f` 1 7.75 18464 1578.5
## - f66b98dd69 1 8.26 18464 1579.0
## - e7ee22effb 1 8.46 18464 1579.2
## - `2719b72c0d` 1 8.49 18465 1579.2
## - `98475257f7` 1 8.86 18465 1579.5
## - fe0318e273 1 8.97 18465 1579.7
## - ae08d2297e 1 10.01 18466 1580.6
## - `253eb5ef11` 1 13.09 18469 1583.4
## - `49756d8e0f` 1 16.46 18472 1586.5
## - `60ec1426ce` 1 22.80 18479 1592.4
## - `016399044a` 1 28.94 18485 1598.0
## - c0c3df65b1 1 33.03 18489 1601.8
## - `087235d61e` 1 44.80 18501 1612.6
## - f0a0febd35 1 45.11 18501 1612.9
## - `1f3058af83` 1 50.41 18506 1617.7
## - a14fd026ce 1 66.64 18523 1632.6
## - `87b982928b` 1 70.40 18526 1636.0
## - `7fe6cb4c98` 1 74.93 18531 1640.2
## - f013b60e50 1 92.89 18549 1656.7
## - `5f360995ef` 1 104.17 18560 1667.0
## - ea0f4a32e3 1 127.30 18583 1688.1
## - `174825d438` 1 139.39 18596 1699.2
## - `8c2e088a3d` 1 217.40 18674 1770.2
## - `8f5f7c556a` 1 219.41 18676 1772.1
## - `2d7fe4693a` 1 226.07 18682 1778.1
## - e0a0772df0 1 309.73 18766 1854.0
## - d2c775fa99 1 331.68 18788 1873.8
## - beb6e17af1 1 497.98 18954 2023.5
## - `5b862c0a8f` 1 511.02 18967 2035.2
## - `9a575e82a4_1` 1 546.73 19003 2067.1
## - `06888ceac9_1` 1 619.49 19076 2132.0
## - `6db53d265a` 1 651.77 19108 2160.7
## - e86a2190c1 1 758.43 19214 2255.2
## - aee1e4fc85 1 765.65 19222 2261.6
##
## Step: AIC=1571.54
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `173b6590ae` + `3e200bf766` +
## `12eda2d982` + c58f611921 + `0b846350ef` + `9b6e0b36c2` +
## `0342faceb5` + ba54a2a637 + `7925993f42` + b9a487ac3c + ee2ac696ff +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - b9a487ac3c 1 0.57 18457 1570.1
## - `12eda2d982` 1 0.58 18457 1570.1
## - ee2ac696ff 1 0.59 18457 1570.1
## - `77b3b41efa` 1 0.63 18457 1570.1
## - `55907cc1de` 1 0.63 18457 1570.1
## - `7cb7913148_6` 1 0.68 18457 1570.2
## - `7cb7913148_2` 1 0.71 18457 1570.2
## - `9b6e0b36c2` 1 0.72 18457 1570.2
## - `0342faceb5` 1 0.79 18457 1570.3
## - fbf66c8021 1 0.90 18457 1570.4
## - c1b8ce2354 1 0.99 18457 1570.5
## - `3eb53ae932` 1 0.99 18457 1570.5
## - `0b846350ef` 1 1.31 18458 1570.8
## - dcfcbc2ea1 1 1.63 18458 1571.0
## - `8311343404` 1 1.70 18458 1571.1
## - `2e874bc151` 1 1.86 18458 1571.3
## - ba54a2a637 1 1.89 18458 1571.3
## - aa69c802b6 1 2.06 18458 1571.4
## <none> 18456 1571.5
## - `3e200bf766` 1 2.74 18459 1572.1
## - `7cb7913148_4` 1 2.82 18459 1572.1
## - b4112a94a6 1 3.26 18460 1572.5
## - `2a457d15d9` 1 3.35 18460 1572.6
## - e5efa4d39a 1 3.54 18460 1572.8
## - bdf934caa7 1 3.64 18460 1572.9
## - `29bbd86997` 1 3.81 18460 1573.0
## + `7cb7913148_7` 1 0.49 18456 1573.1
## - `7925993f42` 1 3.87 18460 1573.1
## + `7743f273c2` 1 0.40 18456 1573.2
## + `55cf3f7627` 1 0.39 18456 1573.2
## - `384bec5dd1_1` 1 4.03 18460 1573.2
## + a24802caa5 1 0.29 18456 1573.3
## + `25bbf0e7e7` 1 0.25 18456 1573.3
## + `8de0382f02` 1 0.24 18456 1573.3
## - `173b6590ae` 1 4.12 18460 1573.3
## + `7734c0c22f` 1 0.17 18456 1573.4
## + `7cb7913148_3` 1 0.16 18456 1573.4
## + `4468394575` 1 0.15 18456 1573.4
## + `3df2300fa2` 1 0.14 18456 1573.4
## + `8a21502326` 1 0.12 18456 1573.4
## + `779d13189e` 1 0.10 18456 1573.4
## + `20f1afc5c7` 1 0.10 18456 1573.5
## + fdf8628ca7 1 0.05 18456 1573.5
## + `7cb7913148_1` 1 0.05 18456 1573.5
## + `0e2ab0831c` 1 0.04 18456 1573.5
## + ac826f0013 1 0.03 18456 1573.5
## + b709f75447 1 0.03 18456 1573.5
## + d035af6ffa 1 0.03 18456 1573.5
## + `6516422788` 1 0.03 18456 1573.5
## + `96e6f0be58` 1 0.02 18456 1573.5
## + `072b7e8f27` 1 0.02 18456 1573.5
## + `4fc17427c8` 1 0.02 18456 1573.5
## + `99d44111c9` 1 0.02 18456 1573.5
## + `63bcf89b1d` 1 0.01 18456 1573.5
## + `7cb7913148_5` 1 0.01 18456 1573.5
## + `7841b6a5b1` 1 0.01 18456 1573.5
## + d4d6566f9c 1 0.00 18456 1573.5
## - `298ed82b22` 1 4.39 18461 1573.6
## - `56371466d7` 1 4.49 18461 1573.7
## - fe8cdd80ba 1 4.50 18461 1573.7
## - `136c1727c3` 1 4.57 18461 1573.8
## - `435dec85e2` 1 4.75 18461 1573.9
## - `1fa099bb01` 1 4.78 18461 1573.9
## - `96c30c7eef` 1 5.21 18461 1574.3
## - `1f222e3669` 1 5.84 18462 1574.9
## - c58f611921 1 6.18 18462 1575.2
## - abca7a848f 1 6.32 18462 1575.3
## - ffd1cdcfc1 1 6.53 18463 1575.5
## - `789b5244a9` 1 6.88 18463 1575.9
## - `04e7268385` 1 7.00 18463 1576.0
## - ed7e658a27 1 7.15 18463 1576.1
## - `65aed7dc1f` 1 7.76 18464 1576.7
## - f66b98dd69 1 8.26 18464 1577.1
## - e7ee22effb 1 8.49 18465 1577.3
## - `2719b72c0d` 1 8.49 18465 1577.3
## - `98475257f7` 1 8.85 18465 1577.7
## - fe0318e273 1 8.97 18465 1577.8
## - ae08d2297e 1 10.00 18466 1578.7
## - `253eb5ef11` 1 13.11 18469 1581.6
## - `49756d8e0f` 1 16.47 18473 1584.7
## - `60ec1426ce` 1 22.76 18479 1590.5
## - `016399044a` 1 29.00 18485 1596.2
## - c0c3df65b1 1 32.96 18489 1599.8
## - `087235d61e` 1 44.75 18501 1610.7
## - f0a0febd35 1 45.09 18501 1611.0
## - `1f3058af83` 1 50.33 18506 1615.8
## - `2bc6ab42f7` 1 60.70 18517 1625.3
## - a14fd026ce 1 66.60 18523 1630.7
## - `87b982928b` 1 70.35 18527 1634.1
## - `7fe6cb4c98` 1 74.89 18531 1638.3
## - f013b60e50 1 92.95 18549 1654.8
## - `5f360995ef` 1 104.13 18560 1665.1
## - ea0f4a32e3 1 127.33 18584 1686.3
## - `174825d438` 1 139.40 18596 1697.3
## - `8c2e088a3d` 1 217.58 18674 1768.5
## - `8f5f7c556a` 1 219.64 18676 1770.4
## - `2d7fe4693a` 1 226.04 18682 1776.2
## - e0a0772df0 1 309.75 18766 1852.2
## - d2c775fa99 1 331.88 18788 1872.2
## - beb6e17af1 1 497.92 18954 2021.6
## - `5b862c0a8f` 1 510.96 18967 2033.2
## - `9a575e82a4_1` 1 546.62 19003 2065.1
## - `06888ceac9_1` 1 619.43 19076 2130.1
## - `6db53d265a` 1 651.85 19108 2158.9
## - e86a2190c1 1 758.37 19215 2253.3
## - aee1e4fc85 1 765.94 19222 2260.0
##
## Step: AIC=1570.06
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `173b6590ae` + `3e200bf766` +
## `12eda2d982` + c58f611921 + `0b846350ef` + `9b6e0b36c2` +
## `0342faceb5` + ba54a2a637 + `7925993f42` + ee2ac696ff + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `12eda2d982` 1 0.57 18457 1568.6
## - ee2ac696ff 1 0.60 18457 1568.6
## - `77b3b41efa` 1 0.62 18457 1568.6
## - `55907cc1de` 1 0.64 18457 1568.7
## - `7cb7913148_6` 1 0.67 18458 1568.7
## - `7cb7913148_2` 1 0.70 18458 1568.7
## - `9b6e0b36c2` 1 0.71 18458 1568.7
## - `0342faceb5` 1 0.80 18458 1568.8
## - fbf66c8021 1 0.90 18458 1568.9
## - c1b8ce2354 1 1.00 18458 1569.0
## - `3eb53ae932` 1 1.00 18458 1569.0
## - `0b846350ef` 1 1.31 18458 1569.3
## - dcfcbc2ea1 1 1.65 18458 1569.6
## - `8311343404` 1 1.69 18458 1569.6
## - `2e874bc151` 1 1.84 18459 1569.8
## - ba54a2a637 1 1.89 18459 1569.8
## - aa69c802b6 1 2.05 18459 1570.0
## <none> 18457 1570.1
## - `3e200bf766` 1 2.72 18460 1570.6
## - `7cb7913148_4` 1 2.82 18460 1570.7
## - b4112a94a6 1 3.28 18460 1571.1
## - `2a457d15d9` 1 3.34 18460 1571.1
## - e5efa4d39a 1 3.53 18460 1571.3
## - bdf934caa7 1 3.64 18460 1571.4
## + b9a487ac3c 1 0.57 18456 1571.5
## - `29bbd86997` 1 3.80 18461 1571.6
## + `7cb7913148_7` 1 0.49 18456 1571.6
## - `7925993f42` 1 3.89 18461 1571.6
## + `7743f273c2` 1 0.41 18456 1571.7
## + `55cf3f7627` 1 0.39 18456 1571.7
## - `384bec5dd1_1` 1 4.02 18461 1571.8
## + a24802caa5 1 0.28 18456 1571.8
## + `25bbf0e7e7` 1 0.26 18456 1571.8
## + `8de0382f02` 1 0.24 18457 1571.8
## - `173b6590ae` 1 4.13 18461 1571.9
## + `7734c0c22f` 1 0.17 18457 1571.9
## + `7cb7913148_3` 1 0.16 18457 1571.9
## + `4468394575` 1 0.14 18457 1571.9
## + `3df2300fa2` 1 0.14 18457 1571.9
## + `8a21502326` 1 0.11 18457 1572.0
## + `779d13189e` 1 0.10 18457 1572.0
## + `20f1afc5c7` 1 0.09 18457 1572.0
## + fdf8628ca7 1 0.06 18457 1572.0
## + `7cb7913148_1` 1 0.05 18457 1572.0
## + `0e2ab0831c` 1 0.04 18457 1572.0
## + ac826f0013 1 0.03 18457 1572.0
## + b709f75447 1 0.03 18457 1572.0
## + `6516422788` 1 0.03 18457 1572.0
## + d035af6ffa 1 0.03 18457 1572.0
## + `96e6f0be58` 1 0.02 18457 1572.0
## + `072b7e8f27` 1 0.02 18457 1572.0
## + `4fc17427c8` 1 0.02 18457 1572.0
## + `99d44111c9` 1 0.02 18457 1572.0
## + `63bcf89b1d` 1 0.01 18457 1572.0
## + `7cb7913148_5` 1 0.01 18457 1572.0
## + `7841b6a5b1` 1 0.01 18457 1572.1
## + d4d6566f9c 1 0.00 18457 1572.1
## - `298ed82b22` 1 4.36 18461 1572.1
## - `56371466d7` 1 4.47 18461 1572.2
## - fe8cdd80ba 1 4.51 18461 1572.2
## - `136c1727c3` 1 4.59 18461 1572.3
## - `1fa099bb01` 1 4.72 18462 1572.4
## - `435dec85e2` 1 4.75 18462 1572.4
## - `96c30c7eef` 1 5.17 18462 1572.8
## - `1f222e3669` 1 5.88 18463 1573.5
## - c58f611921 1 6.21 18463 1573.8
## - abca7a848f 1 6.31 18463 1573.9
## - ffd1cdcfc1 1 6.55 18463 1574.1
## - `789b5244a9` 1 6.85 18464 1574.4
## - `04e7268385` 1 7.03 18464 1574.5
## - ed7e658a27 1 7.11 18464 1574.6
## - `65aed7dc1f` 1 7.80 18465 1575.2
## - f66b98dd69 1 8.28 18465 1575.7
## - `2719b72c0d` 1 8.51 18465 1575.9
## - e7ee22effb 1 8.51 18465 1575.9
## - `98475257f7` 1 8.87 18466 1576.2
## - fe0318e273 1 9.00 18466 1576.3
## - ae08d2297e 1 9.95 18467 1577.2
## - `253eb5ef11` 1 13.09 18470 1580.1
## - `49756d8e0f` 1 16.50 18473 1583.2
## - `60ec1426ce` 1 22.68 18480 1588.9
## - `016399044a` 1 28.93 18486 1594.7
## - c0c3df65b1 1 33.05 18490 1598.4
## - `087235d61e` 1 44.69 18502 1609.1
## - f0a0febd35 1 44.96 18502 1609.4
## - `1f3058af83` 1 50.48 18507 1614.4
## - `2bc6ab42f7` 1 60.63 18517 1623.8
## - a14fd026ce 1 66.72 18524 1629.3
## - `87b982928b` 1 70.40 18527 1632.7
## - `7fe6cb4c98` 1 74.85 18532 1636.8
## - f013b60e50 1 93.26 18550 1653.7
## - `5f360995ef` 1 104.26 18561 1663.7
## - ea0f4a32e3 1 127.35 18584 1684.8
## - `174825d438` 1 139.27 18596 1695.7
## - `8c2e088a3d` 1 217.61 18674 1767.1
## - `8f5f7c556a` 1 219.30 18676 1768.6
## - `2d7fe4693a` 1 226.04 18683 1774.8
## - e0a0772df0 1 309.70 18766 1850.6
## - d2c775fa99 1 331.83 18789 1870.6
## - beb6e17af1 1 497.82 18955 2020.0
## - `5b862c0a8f` 1 510.84 18968 2031.6
## - `9a575e82a4_1` 1 546.51 19003 2063.6
## - `06888ceac9_1` 1 619.84 19077 2128.9
## - `6db53d265a` 1 651.99 19109 2157.5
## - e86a2190c1 1 759.43 19216 2252.7
## - aee1e4fc85 1 765.71 19222 2258.3
##
## Step: AIC=1568.59
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `173b6590ae` + `3e200bf766` +
## c58f611921 + `0b846350ef` + `9b6e0b36c2` + `0342faceb5` +
## ba54a2a637 + `7925993f42` + ee2ac696ff + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - ee2ac696ff 1 0.58 18458 1567.1
## - `77b3b41efa` 1 0.63 18458 1567.2
## - `55907cc1de` 1 0.65 18458 1567.2
## - `7cb7913148_6` 1 0.65 18458 1567.2
## - `7cb7913148_2` 1 0.70 18458 1567.2
## - `9b6e0b36c2` 1 0.72 18458 1567.2
## - `0342faceb5` 1 0.80 18458 1567.3
## - fbf66c8021 1 0.90 18458 1567.4
## - c1b8ce2354 1 1.01 18458 1567.5
## - `3eb53ae932` 1 1.01 18458 1567.5
## - `0b846350ef` 1 1.30 18459 1567.8
## - dcfcbc2ea1 1 1.65 18459 1568.1
## - `8311343404` 1 1.67 18459 1568.1
## - `2e874bc151` 1 1.83 18459 1568.3
## - ba54a2a637 1 1.88 18459 1568.3
## - aa69c802b6 1 2.06 18459 1568.5
## <none> 18457 1568.6
## - `3e200bf766` 1 2.71 18460 1569.1
## - `7cb7913148_4` 1 2.80 18460 1569.2
## - b4112a94a6 1 3.28 18461 1569.6
## - `2a457d15d9` 1 3.32 18461 1569.7
## - e5efa4d39a 1 3.52 18461 1569.8
## - bdf934caa7 1 3.66 18461 1570.0
## + `12eda2d982` 1 0.57 18457 1570.1
## + b9a487ac3c 1 0.57 18457 1570.1
## - `29bbd86997` 1 3.80 18461 1570.1
## + `7cb7913148_7` 1 0.47 18457 1570.2
## - `7925993f42` 1 3.88 18461 1570.2
## + `7743f273c2` 1 0.41 18457 1570.2
## + `55cf3f7627` 1 0.38 18457 1570.2
## - `384bec5dd1_1` 1 4.01 18461 1570.3
## + a24802caa5 1 0.28 18457 1570.3
## + `25bbf0e7e7` 1 0.27 18457 1570.3
## + `8de0382f02` 1 0.24 18457 1570.4
## - `173b6590ae` 1 4.14 18462 1570.4
## + `7734c0c22f` 1 0.17 18457 1570.4
## + `7cb7913148_3` 1 0.14 18457 1570.5
## + `4468394575` 1 0.14 18457 1570.5
## + `3df2300fa2` 1 0.14 18457 1570.5
## + `8a21502326` 1 0.11 18457 1570.5
## + `779d13189e` 1 0.10 18457 1570.5
## + `20f1afc5c7` 1 0.09 18457 1570.5
## + `7cb7913148_1` 1 0.06 18457 1570.5
## + fdf8628ca7 1 0.05 18457 1570.5
## + `0e2ab0831c` 1 0.04 18457 1570.6
## + ac826f0013 1 0.04 18457 1570.6
## + `6516422788` 1 0.03 18457 1570.6
## + d035af6ffa 1 0.03 18457 1570.6
## + b709f75447 1 0.03 18457 1570.6
## + `072b7e8f27` 1 0.02 18457 1570.6
## + `96e6f0be58` 1 0.02 18457 1570.6
## + `4fc17427c8` 1 0.02 18457 1570.6
## + `99d44111c9` 1 0.02 18457 1570.6
## + `7cb7913148_5` 1 0.01 18457 1570.6
## + `63bcf89b1d` 1 0.01 18457 1570.6
## + `7841b6a5b1` 1 0.01 18457 1570.6
## + d4d6566f9c 1 0.00 18457 1570.6
## - `298ed82b22` 1 4.36 18462 1570.6
## - `56371466d7` 1 4.47 18462 1570.7
## - fe8cdd80ba 1 4.53 18462 1570.8
## - `136c1727c3` 1 4.58 18462 1570.8
## - `1fa099bb01` 1 4.74 18462 1571.0
## - `435dec85e2` 1 4.75 18462 1571.0
## - `96c30c7eef` 1 5.17 18462 1571.3
## - `1f222e3669` 1 5.87 18463 1572.0
## - c58f611921 1 6.16 18464 1572.3
## - abca7a848f 1 6.30 18464 1572.4
## - ffd1cdcfc1 1 6.60 18464 1572.7
## - `789b5244a9` 1 6.84 18464 1572.9
## - `04e7268385` 1 7.03 18464 1573.1
## - ed7e658a27 1 7.11 18464 1573.1
## - `65aed7dc1f` 1 7.84 18465 1573.8
## - f66b98dd69 1 8.28 18466 1574.2
## - e7ee22effb 1 8.50 18466 1574.4
## - `2719b72c0d` 1 8.51 18466 1574.4
## - `98475257f7` 1 8.90 18466 1574.8
## - fe0318e273 1 8.97 18466 1574.8
## - ae08d2297e 1 9.97 18467 1575.8
## - `253eb5ef11` 1 13.05 18470 1578.6
## - `49756d8e0f` 1 16.52 18474 1581.8
## - `60ec1426ce` 1 22.68 18480 1587.4
## - `016399044a` 1 28.95 18486 1593.2
## - c0c3df65b1 1 33.01 18490 1596.9
## - `087235d61e` 1 44.61 18502 1607.6
## - f0a0febd35 1 44.86 18502 1607.8
## - `1f3058af83` 1 50.45 18508 1612.9
## - `2bc6ab42f7` 1 60.67 18518 1622.3
## - a14fd026ce 1 66.72 18524 1627.9
## - `87b982928b` 1 70.30 18528 1631.1
## - `7fe6cb4c98` 1 74.94 18532 1635.4
## - f013b60e50 1 93.12 18550 1652.0
## - `5f360995ef` 1 104.20 18562 1662.2
## - ea0f4a32e3 1 127.47 18585 1683.5
## - `174825d438` 1 139.37 18597 1694.3
## - `8c2e088a3d` 1 217.76 18675 1765.8
## - `8f5f7c556a` 1 219.39 18677 1767.2
## - `2d7fe4693a` 1 225.91 18683 1773.2
## - e0a0772df0 1 309.83 18767 1849.3
## - d2c775fa99 1 331.77 18789 1869.1
## - beb6e17af1 1 497.89 18955 2018.6
## - `5b862c0a8f` 1 511.13 18968 2030.4
## - `9a575e82a4_1` 1 546.78 19004 2062.3
## - `06888ceac9_1` 1 619.59 19077 2127.2
## - `6db53d265a` 1 652.55 19110 2156.5
## - e86a2190c1 1 759.02 19216 2250.9
## - aee1e4fc85 1 765.69 19223 2256.8
##
## Step: AIC=1567.13
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `173b6590ae` + `3e200bf766` +
## c58f611921 + `0b846350ef` + `9b6e0b36c2` + `0342faceb5` +
## ba54a2a637 + `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `77b3b41efa` 1 0.64 18459 1565.7
## - `55907cc1de` 1 0.65 18459 1565.7
## - `7cb7913148_6` 1 0.65 18459 1565.7
## - `7cb7913148_2` 1 0.71 18459 1565.8
## - `9b6e0b36c2` 1 0.72 18459 1565.8
## - `0342faceb5` 1 0.80 18459 1565.9
## - fbf66c8021 1 0.90 18459 1566.0
## - c1b8ce2354 1 1.02 18459 1566.1
## - `3eb53ae932` 1 1.02 18459 1566.1
## - `0b846350ef` 1 1.31 18459 1566.3
## - `8311343404` 1 1.65 18460 1566.7
## - dcfcbc2ea1 1 1.66 18460 1566.7
## - `2e874bc151` 1 1.85 18460 1566.8
## - ba54a2a637 1 1.95 18460 1566.9
## - aa69c802b6 1 2.07 18460 1567.0
## <none> 18458 1567.1
## - `3e200bf766` 1 2.73 18461 1567.6
## - `7cb7913148_4` 1 2.82 18461 1567.7
## - b4112a94a6 1 3.25 18461 1568.1
## - `2a457d15d9` 1 3.31 18461 1568.2
## - e5efa4d39a 1 3.52 18462 1568.4
## - bdf934caa7 1 3.64 18462 1568.5
## + ee2ac696ff 1 0.58 18457 1568.6
## + b9a487ac3c 1 0.58 18457 1568.6
## + `12eda2d982` 1 0.56 18457 1568.6
## - `29bbd86997` 1 3.79 18462 1568.6
## - `7925993f42` 1 3.87 18462 1568.7
## + `7cb7913148_7` 1 0.48 18458 1568.7
## + `7743f273c2` 1 0.41 18458 1568.8
## + `55cf3f7627` 1 0.38 18458 1568.8
## - `384bec5dd1_1` 1 4.04 18462 1568.8
## + a24802caa5 1 0.28 18458 1568.9
## + `25bbf0e7e7` 1 0.26 18458 1568.9
## + `8de0382f02` 1 0.23 18458 1568.9
## - `173b6590ae` 1 4.12 18462 1568.9
## + `7734c0c22f` 1 0.17 18458 1569.0
## + `4468394575` 1 0.15 18458 1569.0
## + `3df2300fa2` 1 0.15 18458 1569.0
## + `7cb7913148_3` 1 0.14 18458 1569.0
## + `8a21502326` 1 0.11 18458 1569.0
## + `779d13189e` 1 0.10 18458 1569.0
## + `20f1afc5c7` 1 0.10 18458 1569.0
## + fdf8628ca7 1 0.06 18458 1569.1
## + `7cb7913148_1` 1 0.05 18458 1569.1
## + ac826f0013 1 0.04 18458 1569.1
## + `0e2ab0831c` 1 0.04 18458 1569.1
## + `6516422788` 1 0.03 18458 1569.1
## + d035af6ffa 1 0.03 18458 1569.1
## + b709f75447 1 0.03 18458 1569.1
## + `96e6f0be58` 1 0.03 18458 1569.1
## + `072b7e8f27` 1 0.02 18458 1569.1
## + `4fc17427c8` 1 0.02 18458 1569.1
## + `99d44111c9` 1 0.02 18458 1569.1
## + `7cb7913148_5` 1 0.01 18458 1569.1
## + `63bcf89b1d` 1 0.01 18458 1569.1
## + `7841b6a5b1` 1 0.01 18458 1569.1
## + d4d6566f9c 1 0.00 18458 1569.1
## - `298ed82b22` 1 4.37 18462 1569.1
## - fe8cdd80ba 1 4.48 18462 1569.2
## - `56371466d7` 1 4.49 18462 1569.3
## - `136c1727c3` 1 4.55 18462 1569.3
## - `1fa099bb01` 1 4.75 18463 1569.5
## - `435dec85e2` 1 4.79 18463 1569.5
## - `96c30c7eef` 1 5.18 18463 1569.9
## - `1f222e3669` 1 5.82 18464 1570.5
## - c58f611921 1 6.17 18464 1570.8
## - abca7a848f 1 6.26 18464 1570.9
## - ffd1cdcfc1 1 6.63 18465 1571.2
## - `789b5244a9` 1 6.85 18465 1571.4
## - `04e7268385` 1 7.00 18465 1571.6
## - ed7e658a27 1 7.12 18465 1571.7
## - `65aed7dc1f` 1 7.83 18466 1572.3
## - f66b98dd69 1 8.26 18466 1572.7
## - e7ee22effb 1 8.44 18466 1572.9
## - `2719b72c0d` 1 8.49 18466 1572.9
## - `98475257f7` 1 8.96 18467 1573.4
## - fe0318e273 1 9.00 18467 1573.4
## - ae08d2297e 1 9.98 18468 1574.3
## - `253eb5ef11` 1 13.13 18471 1577.2
## - `49756d8e0f` 1 16.48 18474 1580.3
## - `60ec1426ce` 1 22.74 18481 1586.0
## - `016399044a` 1 29.08 18487 1591.8
## - c0c3df65b1 1 33.09 18491 1595.5
## - `087235d61e` 1 44.73 18503 1606.2
## - f0a0febd35 1 44.78 18503 1606.3
## - `1f3058af83` 1 50.67 18509 1611.7
## - `2bc6ab42f7` 1 60.55 18518 1620.7
## - a14fd026ce 1 66.83 18525 1626.5
## - `87b982928b` 1 70.24 18528 1629.6
## - `7fe6cb4c98` 1 74.99 18533 1634.0
## - f013b60e50 1 93.26 18551 1650.7
## - `5f360995ef` 1 104.31 18562 1660.8
## - ea0f4a32e3 1 127.46 18585 1682.0
## - `174825d438` 1 139.33 18597 1692.8
## - `8c2e088a3d` 1 217.60 18676 1764.1
## - `8f5f7c556a` 1 219.58 18678 1765.9
## - `2d7fe4693a` 1 225.74 18684 1771.5
## - e0a0772df0 1 309.97 18768 1847.9
## - d2c775fa99 1 332.19 18790 1868.0
## - beb6e17af1 1 497.58 18956 2016.8
## - `5b862c0a8f` 1 511.28 18969 2029.1
## - `9a575e82a4_1` 1 546.61 19005 2060.7
## - `06888ceac9_1` 1 619.82 19078 2125.9
## - `6db53d265a` 1 652.20 19110 2154.8
## - e86a2190c1 1 759.08 19217 2249.4
## - aee1e4fc85 1 765.33 19223 2255.0
##
## Step: AIC=1565.71
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + b4112a94a6 + `173b6590ae` + `3e200bf766` + c58f611921 +
## `0b846350ef` + `9b6e0b36c2` + `0342faceb5` + ba54a2a637 +
## `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `55907cc1de` 1 0.65 18459 1564.3
## - `7cb7913148_6` 1 0.66 18459 1564.3
## - `7cb7913148_2` 1 0.71 18459 1564.4
## - `9b6e0b36c2` 1 0.72 18459 1564.4
## - `0342faceb5` 1 0.79 18459 1564.4
## - fbf66c8021 1 0.92 18460 1564.5
## - c1b8ce2354 1 1.02 18460 1564.7
## - `3eb53ae932` 1 1.02 18460 1564.7
## - `0b846350ef` 1 1.31 18460 1564.9
## - `8311343404` 1 1.65 18460 1565.2
## - dcfcbc2ea1 1 1.67 18460 1565.2
## - `2e874bc151` 1 1.87 18460 1565.4
## - ba54a2a637 1 1.94 18460 1565.5
## - aa69c802b6 1 2.10 18461 1565.6
## <none> 18459 1565.7
## - `3e200bf766` 1 2.73 18461 1566.2
## - `7cb7913148_4` 1 2.82 18461 1566.3
## - b4112a94a6 1 3.27 18462 1566.7
## - `2a457d15d9` 1 3.33 18462 1566.8
## - e5efa4d39a 1 3.52 18462 1566.9
## - bdf934caa7 1 3.63 18462 1567.0
## + `77b3b41efa` 1 0.64 18458 1567.1
## + ee2ac696ff 1 0.59 18458 1567.2
## + b9a487ac3c 1 0.57 18458 1567.2
## + `12eda2d982` 1 0.57 18458 1567.2
## - `29bbd86997` 1 3.79 18462 1567.2
## + `7cb7913148_7` 1 0.48 18458 1567.3
## - `7925993f42` 1 3.88 18462 1567.3
## + `7743f273c2` 1 0.41 18458 1567.3
## + `55cf3f7627` 1 0.38 18458 1567.4
## - `384bec5dd1_1` 1 4.06 18463 1567.4
## + a24802caa5 1 0.29 18458 1567.4
## + `25bbf0e7e7` 1 0.27 18458 1567.5
## - `173b6590ae` 1 4.10 18463 1567.5
## + `8de0382f02` 1 0.23 18458 1567.5
## + `7734c0c22f` 1 0.17 18458 1567.5
## + `3df2300fa2` 1 0.15 18458 1567.6
## + `4468394575` 1 0.14 18458 1567.6
## + `7cb7913148_3` 1 0.14 18458 1567.6
## + `8a21502326` 1 0.11 18458 1567.6
## + `779d13189e` 1 0.10 18458 1567.6
## + `20f1afc5c7` 1 0.10 18458 1567.6
## + fdf8628ca7 1 0.06 18458 1567.7
## + `7cb7913148_1` 1 0.05 18458 1567.7
## + ac826f0013 1 0.04 18458 1567.7
## + `6516422788` 1 0.04 18458 1567.7
## + `0e2ab0831c` 1 0.03 18458 1567.7
## + b709f75447 1 0.03 18458 1567.7
## + d035af6ffa 1 0.03 18459 1567.7
## + `96e6f0be58` 1 0.03 18459 1567.7
## + `072b7e8f27` 1 0.03 18459 1567.7
## + `4fc17427c8` 1 0.02 18459 1567.7
## + `99d44111c9` 1 0.02 18459 1567.7
## + `7cb7913148_5` 1 0.01 18459 1567.7
## + `63bcf89b1d` 1 0.01 18459 1567.7
## + `7841b6a5b1` 1 0.01 18459 1567.7
## + d4d6566f9c 1 0.00 18459 1567.7
## - `298ed82b22` 1 4.38 18463 1567.7
## - `56371466d7` 1 4.45 18463 1567.8
## - fe8cdd80ba 1 4.47 18463 1567.8
## - `136c1727c3` 1 4.49 18463 1567.8
## - `1fa099bb01` 1 4.76 18463 1568.1
## - `435dec85e2` 1 4.76 18463 1568.1
## - `96c30c7eef` 1 5.21 18464 1568.5
## - `1f222e3669` 1 5.81 18464 1569.0
## - c58f611921 1 6.13 18465 1569.3
## - abca7a848f 1 6.26 18465 1569.5
## - ffd1cdcfc1 1 6.64 18465 1569.8
## - `789b5244a9` 1 6.89 18466 1570.0
## - `04e7268385` 1 7.00 18466 1570.2
## - ed7e658a27 1 7.16 18466 1570.3
## - `65aed7dc1f` 1 7.81 18466 1570.9
## - f66b98dd69 1 8.25 18467 1571.3
## - e7ee22effb 1 8.44 18467 1571.5
## - `2719b72c0d` 1 8.48 18467 1571.5
## - `98475257f7` 1 8.96 18468 1572.0
## - fe0318e273 1 9.02 18468 1572.0
## - ae08d2297e 1 9.96 18468 1572.9
## - `253eb5ef11` 1 13.14 18472 1575.8
## - `49756d8e0f` 1 16.49 18475 1578.9
## - `60ec1426ce` 1 22.80 18481 1584.7
## - `016399044a` 1 29.15 18488 1590.5
## - c0c3df65b1 1 33.09 18492 1594.1
## - `087235d61e` 1 44.74 18503 1604.8
## - f0a0febd35 1 44.89 18504 1605.0
## - `1f3058af83` 1 50.80 18509 1610.4
## - `2bc6ab42f7` 1 60.73 18519 1619.5
## - a14fd026ce 1 66.94 18526 1625.2
## - `87b982928b` 1 70.24 18529 1628.2
## - `7fe6cb4c98` 1 75.12 18534 1632.7
## - f013b60e50 1 93.25 18552 1649.3
## - `5f360995ef` 1 104.30 18563 1659.4
## - ea0f4a32e3 1 127.49 18586 1680.6
## - `174825d438` 1 139.39 18598 1691.5
## - `8c2e088a3d` 1 217.45 18676 1762.6
## - `8f5f7c556a` 1 219.50 18678 1764.4
## - `2d7fe4693a` 1 225.90 18684 1770.2
## - e0a0772df0 1 310.04 18769 1846.5
## - d2c775fa99 1 332.11 18791 1866.5
## - beb6e17af1 1 497.82 18956 2015.6
## - `5b862c0a8f` 1 511.13 18970 2027.5
## - `9a575e82a4_1` 1 546.29 19005 2058.9
## - `06888ceac9_1` 1 620.04 19079 2124.7
## - `6db53d265a` 1 652.39 19111 2153.5
## - e86a2190c1 1 759.19 19218 2248.1
## - aee1e4fc85 1 765.14 19224 2253.4
##
## Step: AIC=1564.31
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + fbf66c8021 + b4112a94a6 +
## `173b6590ae` + `3e200bf766` + c58f611921 + `0b846350ef` +
## `9b6e0b36c2` + `0342faceb5` + ba54a2a637 + `7925993f42` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_6` 1 0.64 18460 1562.9
## - `7cb7913148_2` 1 0.70 18460 1563.0
## - `9b6e0b36c2` 1 0.73 18460 1563.0
## - `0342faceb5` 1 0.78 18460 1563.0
## - fbf66c8021 1 0.91 18460 1563.2
## - c1b8ce2354 1 1.02 18460 1563.2
## - `3eb53ae932` 1 1.02 18460 1563.2
## - `0b846350ef` 1 1.30 18460 1563.5
## - `8311343404` 1 1.63 18461 1563.8
## - dcfcbc2ea1 1 1.65 18461 1563.8
## - `2e874bc151` 1 1.88 18461 1564.0
## - ba54a2a637 1 1.92 18461 1564.1
## - aa69c802b6 1 2.10 18461 1564.2
## <none> 18459 1564.3
## - `3e200bf766` 1 2.74 18462 1564.8
## - `7cb7913148_4` 1 2.84 18462 1564.9
## - b4112a94a6 1 3.30 18462 1565.3
## - `2a457d15d9` 1 3.31 18462 1565.3
## - e5efa4d39a 1 3.54 18463 1565.6
## - bdf934caa7 1 3.60 18463 1565.6
## + `55907cc1de` 1 0.65 18459 1565.7
## + `77b3b41efa` 1 0.64 18459 1565.7
## + ee2ac696ff 1 0.59 18459 1565.8
## + `12eda2d982` 1 0.57 18459 1565.8
## + b9a487ac3c 1 0.57 18459 1565.8
## - `29bbd86997` 1 3.81 18463 1565.8
## + `7cb7913148_7` 1 0.49 18459 1565.8
## - `7925993f42` 1 3.89 18463 1565.9
## + `7743f273c2` 1 0.41 18459 1565.9
## + `55cf3f7627` 1 0.38 18459 1566.0
## + a24802caa5 1 0.29 18459 1566.0
## + `25bbf0e7e7` 1 0.27 18459 1566.1
## - `384bec5dd1_1` 1 4.09 18463 1566.1
## + `8de0382f02` 1 0.24 18459 1566.1
## - `173b6590ae` 1 4.12 18463 1566.1
## + `7734c0c22f` 1 0.17 18459 1566.2
## + `3df2300fa2` 1 0.15 18459 1566.2
## + `7cb7913148_3` 1 0.15 18459 1566.2
## + `4468394575` 1 0.14 18459 1566.2
## + `8a21502326` 1 0.12 18459 1566.2
## + `20f1afc5c7` 1 0.10 18459 1566.2
## + `779d13189e` 1 0.10 18459 1566.2
## + fdf8628ca7 1 0.06 18459 1566.2
## + `7cb7913148_1` 1 0.05 18459 1566.3
## + `0e2ab0831c` 1 0.04 18459 1566.3
## + `6516422788` 1 0.03 18459 1566.3
## + b709f75447 1 0.03 18459 1566.3
## + `96e6f0be58` 1 0.03 18459 1566.3
## + d035af6ffa 1 0.03 18459 1566.3
## + `072b7e8f27` 1 0.02 18459 1566.3
## + `4fc17427c8` 1 0.02 18459 1566.3
## + `99d44111c9` 1 0.02 18459 1566.3
## + `63bcf89b1d` 1 0.01 18459 1566.3
## + `7cb7913148_5` 1 0.01 18459 1566.3
## + `7841b6a5b1` 1 0.01 18459 1566.3
## + ac826f0013 1 0.00 18459 1566.3
## + d4d6566f9c 1 0.00 18459 1566.3
## - `298ed82b22` 1 4.41 18464 1566.4
## - `56371466d7` 1 4.45 18464 1566.4
## - `136c1727c3` 1 4.47 18464 1566.4
## - fe8cdd80ba 1 4.52 18464 1566.5
## - `1fa099bb01` 1 4.75 18464 1566.7
## - `435dec85e2` 1 4.76 18464 1566.7
## - `96c30c7eef` 1 5.22 18464 1567.1
## - `1f222e3669` 1 5.82 18465 1567.7
## - c58f611921 1 6.16 18465 1568.0
## - abca7a848f 1 6.27 18466 1568.1
## - ffd1cdcfc1 1 6.64 18466 1568.4
## - `789b5244a9` 1 6.90 18466 1568.7
## - `04e7268385` 1 7.00 18466 1568.8
## - ed7e658a27 1 7.17 18466 1568.9
## - `65aed7dc1f` 1 7.85 18467 1569.5
## - f66b98dd69 1 8.22 18467 1569.9
## - e7ee22effb 1 8.43 18468 1570.1
## - `2719b72c0d` 1 8.45 18468 1570.1
## - `98475257f7` 1 8.94 18468 1570.5
## - fe0318e273 1 9.01 18468 1570.6
## - ae08d2297e 1 9.94 18469 1571.5
## - `253eb5ef11` 1 13.06 18472 1574.3
## - `49756d8e0f` 1 16.49 18476 1577.5
## - `60ec1426ce` 1 22.82 18482 1583.3
## - `016399044a` 1 29.18 18488 1589.1
## - c0c3df65b1 1 33.26 18492 1592.9
## - `087235d61e` 1 44.73 18504 1603.4
## - f0a0febd35 1 44.79 18504 1603.5
## - `1f3058af83` 1 50.80 18510 1609.0
## - `2bc6ab42f7` 1 60.72 18520 1618.1
## - a14fd026ce 1 66.89 18526 1623.7
## - `87b982928b` 1 70.20 18529 1626.8
## - `7fe6cb4c98` 1 74.92 18534 1631.1
## - f013b60e50 1 93.12 18552 1647.8
## - `5f360995ef` 1 104.52 18564 1658.2
## - ea0f4a32e3 1 127.57 18587 1679.2
## - `174825d438` 1 139.28 18598 1690.0
## - `8c2e088a3d` 1 217.37 18677 1761.1
## - `8f5f7c556a` 1 219.48 18679 1763.0
## - `2d7fe4693a` 1 226.16 18685 1769.1
## - e0a0772df0 1 309.77 18769 1844.9
## - d2c775fa99 1 331.79 18791 1864.8
## - beb6e17af1 1 497.65 18957 2014.0
## - `5b862c0a8f` 1 510.70 18970 2025.7
## - `9a575e82a4_1` 1 546.00 19005 2057.3
## - `06888ceac9_1` 1 620.32 19080 2123.5
## - `6db53d265a` 1 652.27 19112 2151.9
## - e86a2190c1 1 759.52 19219 2247.0
## - aee1e4fc85 1 764.97 19224 2251.8
##
## Step: AIC=1562.9
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_4` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba +
## `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 +
## `8c2e088a3d` + `2d7fe4693a` + `174825d438` + `8f5f7c556a` +
## ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `1fa099bb01` + `435dec85e2` + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `1f222e3669` + `789b5244a9` + `2e874bc151` +
## dcfcbc2ea1 + `2a457d15d9` + fbf66c8021 + b4112a94a6 + `173b6590ae` +
## `3e200bf766` + c58f611921 + `0b846350ef` + `9b6e0b36c2` +
## `0342faceb5` + ba54a2a637 + `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_2` 1 0.68 18460 1561.5
## - `9b6e0b36c2` 1 0.73 18461 1561.6
## - `0342faceb5` 1 0.78 18461 1561.6
## - fbf66c8021 1 0.90 18461 1561.7
## - c1b8ce2354 1 1.03 18461 1561.8
## - `3eb53ae932` 1 1.03 18461 1561.8
## - `0b846350ef` 1 1.30 18461 1562.1
## - `8311343404` 1 1.60 18462 1562.4
## - dcfcbc2ea1 1 1.66 18462 1562.4
## - `2e874bc151` 1 1.86 18462 1562.6
## - ba54a2a637 1 1.92 18462 1562.7
## - aa69c802b6 1 2.10 18462 1562.8
## <none> 18460 1562.9
## - `3e200bf766` 1 2.77 18463 1563.4
## - `7cb7913148_4` 1 2.82 18463 1563.5
## - `2a457d15d9` 1 3.27 18463 1563.9
## - b4112a94a6 1 3.32 18463 1564.0
## - e5efa4d39a 1 3.54 18463 1564.2
## - bdf934caa7 1 3.59 18464 1564.2
## + `77b3b41efa` 1 0.65 18459 1564.3
## + `7cb7913148_6` 1 0.64 18459 1564.3
## + `55907cc1de` 1 0.63 18459 1564.3
## + ee2ac696ff 1 0.58 18459 1564.4
## + b9a487ac3c 1 0.56 18459 1564.4
## + `12eda2d982` 1 0.56 18459 1564.4
## - `29bbd86997` 1 3.81 18464 1564.4
## + `7cb7913148_7` 1 0.49 18459 1564.4
## - `7925993f42` 1 3.88 18464 1564.5
## + `7743f273c2` 1 0.40 18460 1564.5
## + `55cf3f7627` 1 0.40 18460 1564.5
## + a24802caa5 1 0.30 18460 1564.6
## - `384bec5dd1_1` 1 4.06 18464 1564.6
## + `25bbf0e7e7` 1 0.26 18460 1564.7
## + `8de0382f02` 1 0.24 18460 1564.7
## - `173b6590ae` 1 4.13 18464 1564.7
## + `7734c0c22f` 1 0.18 18460 1564.7
## + `3df2300fa2` 1 0.15 18460 1564.8
## + `4468394575` 1 0.15 18460 1564.8
## + `7cb7913148_3` 1 0.14 18460 1564.8
## + `8a21502326` 1 0.12 18460 1564.8
## + `779d13189e` 1 0.10 18460 1564.8
## + `20f1afc5c7` 1 0.10 18460 1564.8
## + fdf8628ca7 1 0.06 18460 1564.8
## + `7cb7913148_1` 1 0.04 18460 1564.9
## + `0e2ab0831c` 1 0.03 18460 1564.9
## + `6516422788` 1 0.03 18460 1564.9
## + b709f75447 1 0.03 18460 1564.9
## + d035af6ffa 1 0.03 18460 1564.9
## + `96e6f0be58` 1 0.02 18460 1564.9
## + `072b7e8f27` 1 0.02 18460 1564.9
## + `4fc17427c8` 1 0.02 18460 1564.9
## + `99d44111c9` 1 0.02 18460 1564.9
## + `63bcf89b1d` 1 0.02 18460 1564.9
## + `7cb7913148_5` 1 0.01 18460 1564.9
## + `7841b6a5b1` 1 0.01 18460 1564.9
## + ac826f0013 1 0.00 18460 1564.9
## + d4d6566f9c 1 0.00 18460 1564.9
## - `298ed82b22` 1 4.36 18464 1564.9
## - `56371466d7` 1 4.45 18464 1565.0
## - `136c1727c3` 1 4.50 18464 1565.0
## - fe8cdd80ba 1 4.55 18464 1565.1
## - `1fa099bb01` 1 4.69 18465 1565.2
## - `435dec85e2` 1 4.79 18465 1565.3
## - `96c30c7eef` 1 5.24 18465 1565.7
## - `1f222e3669` 1 5.78 18466 1566.2
## - c58f611921 1 6.16 18466 1566.6
## - abca7a848f 1 6.27 18466 1566.7
## - ffd1cdcfc1 1 6.63 18466 1567.0
## - `789b5244a9` 1 6.92 18467 1567.3
## - `04e7268385` 1 7.01 18467 1567.3
## - ed7e658a27 1 7.19 18467 1567.5
## - `65aed7dc1f` 1 7.82 18468 1568.1
## - f66b98dd69 1 8.18 18468 1568.4
## - e7ee22effb 1 8.35 18468 1568.6
## - `2719b72c0d` 1 8.41 18468 1568.6
## - `98475257f7` 1 8.96 18469 1569.1
## - fe0318e273 1 8.99 18469 1569.2
## - ae08d2297e 1 9.90 18470 1570.0
## - `253eb5ef11` 1 13.00 18473 1572.8
## - `49756d8e0f` 1 16.52 18476 1576.1
## - `60ec1426ce` 1 22.85 18483 1581.9
## - `016399044a` 1 29.07 18489 1587.6
## - c0c3df65b1 1 33.19 18493 1591.4
## - `087235d61e` 1 44.68 18504 1601.9
## - f0a0febd35 1 44.76 18505 1602.0
## - `1f3058af83` 1 50.91 18511 1607.7
## - `2bc6ab42f7` 1 60.83 18521 1616.8
## - a14fd026ce 1 66.87 18527 1622.3
## - `87b982928b` 1 70.17 18530 1625.3
## - `7fe6cb4c98` 1 74.88 18535 1629.6
## - f013b60e50 1 93.03 18553 1646.2
## - `5f360995ef` 1 104.57 18564 1656.8
## - ea0f4a32e3 1 127.43 18587 1677.7
## - `174825d438` 1 139.41 18599 1688.7
## - `8c2e088a3d` 1 217.21 18677 1759.5
## - `8f5f7c556a` 1 219.61 18680 1761.7
## - `2d7fe4693a` 1 226.00 18686 1767.5
## - e0a0772df0 1 309.66 18770 1843.4
## - d2c775fa99 1 331.52 18791 1863.1
## - beb6e17af1 1 497.36 18957 2012.3
## - `5b862c0a8f` 1 510.54 18970 2024.1
## - `9a575e82a4_1` 1 545.83 19006 2055.7
## - `06888ceac9_1` 1 620.17 19080 2122.0
## - `6db53d265a` 1 652.21 19112 2150.5
## - e86a2190c1 1 759.73 19220 2245.7
## - aee1e4fc85 1 765.02 19225 2250.4
##
## Step: AIC=1561.52
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` +
## `435dec85e2` + `04e7268385` + `8311343404` + e7ee22effb +
## `298ed82b22` + abca7a848f + `29bbd86997` + e5efa4d39a + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + b4112a94a6 + `173b6590ae` + `3e200bf766` + c58f611921 +
## `0b846350ef` + `9b6e0b36c2` + `0342faceb5` + ba54a2a637 +
## `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `9b6e0b36c2` 1 0.73 18461 1560.2
## - `0342faceb5` 1 0.77 18461 1560.2
## - fbf66c8021 1 0.90 18462 1560.3
## - c1b8ce2354 1 1.01 18462 1560.5
## - `3eb53ae932` 1 1.01 18462 1560.5
## - `0b846350ef` 1 1.27 18462 1560.7
## - `8311343404` 1 1.57 18462 1561.0
## - dcfcbc2ea1 1 1.64 18462 1561.0
## - `2e874bc151` 1 1.89 18462 1561.3
## - ba54a2a637 1 1.96 18462 1561.3
## - aa69c802b6 1 2.11 18463 1561.5
## <none> 18460 1561.5
## - `7cb7913148_4` 1 2.64 18463 1562.0
## - `3e200bf766` 1 2.77 18463 1562.1
## - `2a457d15d9` 1 3.26 18464 1562.5
## - b4112a94a6 1 3.32 18464 1562.6
## - e5efa4d39a 1 3.55 18464 1562.8
## - bdf934caa7 1 3.60 18464 1562.8
## + `7cb7913148_2` 1 0.68 18460 1562.9
## + `77b3b41efa` 1 0.65 18460 1562.9
## + `7cb7913148_6` 1 0.62 18460 1563.0
## + `55907cc1de` 1 0.62 18460 1563.0
## + ee2ac696ff 1 0.59 18460 1563.0
## + `12eda2d982` 1 0.56 18460 1563.0
## + b9a487ac3c 1 0.56 18460 1563.0
## - `29bbd86997` 1 3.82 18464 1563.0
## + `7cb7913148_7` 1 0.50 18460 1563.1
## - `7925993f42` 1 3.91 18464 1563.1
## + `55cf3f7627` 1 0.40 18460 1563.2
## + `7743f273c2` 1 0.39 18460 1563.2
## - `173b6590ae` 1 4.06 18465 1563.3
## + a24802caa5 1 0.28 18460 1563.3
## + `25bbf0e7e7` 1 0.26 18460 1563.3
## + `8de0382f02` 1 0.25 18460 1563.3
## - `384bec5dd1_1` 1 4.10 18465 1563.3
## + `7734c0c22f` 1 0.17 18460 1563.4
## + `3df2300fa2` 1 0.15 18460 1563.4
## + `4468394575` 1 0.15 18460 1563.4
## + `8a21502326` 1 0.12 18460 1563.4
## + `779d13189e` 1 0.11 18460 1563.4
## + `20f1afc5c7` 1 0.10 18460 1563.4
## + `7cb7913148_3` 1 0.06 18460 1563.5
## + fdf8628ca7 1 0.06 18460 1563.5
## + `0e2ab0831c` 1 0.04 18460 1563.5
## + `6516422788` 1 0.03 18460 1563.5
## + b709f75447 1 0.03 18460 1563.5
## + d035af6ffa 1 0.03 18460 1563.5
## + `96e6f0be58` 1 0.03 18460 1563.5
## + `4fc17427c8` 1 0.02 18460 1563.5
## + `7cb7913148_1` 1 0.02 18460 1563.5
## + `072b7e8f27` 1 0.02 18460 1563.5
## + `63bcf89b1d` 1 0.01 18460 1563.5
## + `99d44111c9` 1 0.01 18460 1563.5
## + `7cb7913148_5` 1 0.01 18460 1563.5
## + `7841b6a5b1` 1 0.01 18460 1563.5
## + ac826f0013 1 0.00 18460 1563.5
## + d4d6566f9c 1 0.00 18460 1563.5
## - `298ed82b22` 1 4.36 18465 1563.5
## - `56371466d7` 1 4.44 18465 1563.6
## - `136c1727c3` 1 4.52 18465 1563.7
## - fe8cdd80ba 1 4.55 18465 1563.7
## - `1fa099bb01` 1 4.67 18465 1563.8
## - `435dec85e2` 1 4.79 18465 1563.9
## - `96c30c7eef` 1 5.23 18466 1564.3
## - `1f222e3669` 1 5.67 18466 1564.7
## - c58f611921 1 6.22 18467 1565.2
## - abca7a848f 1 6.28 18467 1565.3
## - ffd1cdcfc1 1 6.62 18467 1565.6
## - `789b5244a9` 1 6.91 18468 1565.9
## - `04e7268385` 1 7.04 18468 1566.0
## - ed7e658a27 1 7.18 18468 1566.1
## - `65aed7dc1f` 1 7.81 18468 1566.7
## - f66b98dd69 1 8.20 18469 1567.1
## - e7ee22effb 1 8.41 18469 1567.3
## - `2719b72c0d` 1 8.43 18469 1567.3
## - `98475257f7` 1 8.92 18470 1567.7
## - fe0318e273 1 9.01 18470 1567.8
## - ae08d2297e 1 9.92 18470 1568.7
## - `253eb5ef11` 1 12.98 18474 1571.5
## - `49756d8e0f` 1 16.52 18477 1574.7
## - `60ec1426ce` 1 22.91 18484 1580.6
## - `016399044a` 1 29.00 18490 1586.2
## - c0c3df65b1 1 33.29 18494 1590.1
## - `087235d61e` 1 44.71 18505 1600.6
## - f0a0febd35 1 44.72 18505 1600.6
## - `1f3058af83` 1 50.95 18512 1606.3
## - `2bc6ab42f7` 1 60.94 18522 1615.5
## - a14fd026ce 1 67.03 18528 1621.1
## - `87b982928b` 1 70.07 18531 1623.8
## - `7fe6cb4c98` 1 74.88 18535 1628.2
## - f013b60e50 1 92.97 18554 1644.8
## - `5f360995ef` 1 104.68 18565 1655.5
## - ea0f4a32e3 1 127.52 18588 1676.4
## - `174825d438` 1 139.33 18600 1687.2
## - `8c2e088a3d` 1 217.33 18678 1758.2
## - `8f5f7c556a` 1 219.64 18680 1760.4
## - `2d7fe4693a` 1 225.88 18686 1766.0
## - e0a0772df0 1 309.57 18770 1841.9
## - d2c775fa99 1 332.00 18792 1862.2
## - beb6e17af1 1 497.01 18958 2010.6
## - `5b862c0a8f` 1 510.70 18971 2022.9
## - `9a575e82a4_1` 1 546.02 19007 2054.5
## - `06888ceac9_1` 1 620.42 19081 2120.8
## - `6db53d265a` 1 652.12 19113 2149.0
## - e86a2190c1 1 759.64 19220 2244.2
## - aee1e4fc85 1 765.27 19226 2249.2
##
## Step: AIC=1560.2
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` +
## `435dec85e2` + `04e7268385` + `8311343404` + e7ee22effb +
## `298ed82b22` + abca7a848f + `29bbd86997` + e5efa4d39a + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + b4112a94a6 + `173b6590ae` + `3e200bf766` + c58f611921 +
## `0b846350ef` + `0342faceb5` + ba54a2a637 + `7925993f42` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `0342faceb5` 1 0.76 18462 1558.9
## - fbf66c8021 1 0.91 18462 1559.0
## - c1b8ce2354 1 0.99 18462 1559.1
## - `3eb53ae932` 1 0.99 18462 1559.1
## - `0b846350ef` 1 1.27 18463 1559.4
## - `8311343404` 1 1.59 18463 1559.7
## - dcfcbc2ea1 1 1.65 18463 1559.7
## - `2e874bc151` 1 1.90 18463 1559.9
## - ba54a2a637 1 1.96 18463 1560.0
## - aa69c802b6 1 2.11 18463 1560.1
## <none> 18461 1560.2
## - `7cb7913148_4` 1 2.65 18464 1560.6
## - `3e200bf766` 1 2.77 18464 1560.7
## - `2a457d15d9` 1 3.24 18464 1561.2
## - b4112a94a6 1 3.30 18465 1561.2
## - e5efa4d39a 1 3.55 18465 1561.5
## - bdf934caa7 1 3.61 18465 1561.5
## + `9b6e0b36c2` 1 0.73 18460 1561.5
## + `7cb7913148_2` 1 0.69 18461 1561.6
## + `77b3b41efa` 1 0.65 18461 1561.6
## + `55907cc1de` 1 0.63 18461 1561.6
## + `7cb7913148_6` 1 0.62 18461 1561.6
## + ee2ac696ff 1 0.59 18461 1561.7
## + `12eda2d982` 1 0.56 18461 1561.7
## + b9a487ac3c 1 0.55 18461 1561.7
## - `29bbd86997` 1 3.82 18465 1561.7
## + `7cb7913148_7` 1 0.50 18461 1561.7
## + `55cf3f7627` 1 0.41 18461 1561.8
## + `7743f273c2` 1 0.39 18461 1561.8
## - `7925993f42` 1 3.98 18465 1561.8
## + a24802caa5 1 0.28 18461 1561.9
## - `173b6590ae` 1 4.07 18465 1561.9
## + `25bbf0e7e7` 1 0.27 18461 1562.0
## + `8de0382f02` 1 0.25 18461 1562.0
## - `384bec5dd1_1` 1 4.11 18465 1562.0
## + `7734c0c22f` 1 0.17 18461 1562.0
## + `3df2300fa2` 1 0.15 18461 1562.0
## + `4468394575` 1 0.15 18461 1562.1
## + `8a21502326` 1 0.12 18461 1562.1
## + `779d13189e` 1 0.11 18461 1562.1
## + `20f1afc5c7` 1 0.10 18461 1562.1
## + `7cb7913148_3` 1 0.07 18461 1562.1
## + fdf8628ca7 1 0.06 18461 1562.1
## + `0e2ab0831c` 1 0.04 18461 1562.2
## + `6516422788` 1 0.03 18461 1562.2
## + b709f75447 1 0.03 18461 1562.2
## + `96e6f0be58` 1 0.03 18461 1562.2
## + d035af6ffa 1 0.03 18461 1562.2
## + `4fc17427c8` 1 0.02 18461 1562.2
## + `7cb7913148_1` 1 0.02 18461 1562.2
## + `072b7e8f27` 1 0.02 18461 1562.2
## + `63bcf89b1d` 1 0.02 18461 1562.2
## + `99d44111c9` 1 0.01 18461 1562.2
## + `7cb7913148_5` 1 0.01 18461 1562.2
## + `7841b6a5b1` 1 0.01 18461 1562.2
## + ac826f0013 1 0.00 18461 1562.2
## + d4d6566f9c 1 0.00 18461 1562.2
## - `298ed82b22` 1 4.36 18466 1562.2
## - `56371466d7` 1 4.43 18466 1562.3
## - `136c1727c3` 1 4.45 18466 1562.3
## - fe8cdd80ba 1 4.56 18466 1562.4
## - `1fa099bb01` 1 4.66 18466 1562.5
## - `435dec85e2` 1 4.80 18466 1562.6
## - `96c30c7eef` 1 5.24 18466 1563.0
## - `1f222e3669` 1 5.70 18467 1563.4
## - c58f611921 1 6.22 18468 1563.9
## - abca7a848f 1 6.29 18468 1564.0
## - ffd1cdcfc1 1 6.62 18468 1564.3
## - `789b5244a9` 1 6.93 18468 1564.6
## - `04e7268385` 1 7.07 18468 1564.7
## - ed7e658a27 1 7.19 18468 1564.8
## - `65aed7dc1f` 1 7.84 18469 1565.4
## - f66b98dd69 1 8.17 18469 1565.7
## - `2719b72c0d` 1 8.40 18470 1565.9
## - e7ee22effb 1 8.41 18470 1565.9
## - `98475257f7` 1 8.94 18470 1566.4
## - fe0318e273 1 9.02 18470 1566.5
## - ae08d2297e 1 9.91 18471 1567.3
## - `253eb5ef11` 1 12.97 18474 1570.1
## - `49756d8e0f` 1 16.62 18478 1573.5
## - `60ec1426ce` 1 22.85 18484 1579.2
## - `016399044a` 1 28.88 18490 1584.7
## - c0c3df65b1 1 33.35 18495 1588.8
## - `087235d61e` 1 44.59 18506 1599.2
## - f0a0febd35 1 44.60 18506 1599.2
## - `1f3058af83` 1 50.99 18512 1605.0
## - `2bc6ab42f7` 1 60.96 18522 1614.2
## - a14fd026ce 1 66.85 18528 1619.6
## - `87b982928b` 1 69.94 18531 1622.4
## - `7fe6cb4c98` 1 74.75 18536 1626.8
## - f013b60e50 1 92.94 18554 1643.5
## - `5f360995ef` 1 104.86 18566 1654.4
## - ea0f4a32e3 1 127.62 18589 1675.2
## - `174825d438` 1 139.60 18601 1686.1
## - `8c2e088a3d` 1 217.33 18679 1756.9
## - `8f5f7c556a` 1 219.74 18681 1759.1
## - `2d7fe4693a` 1 225.84 18687 1764.7
## - e0a0772df0 1 309.37 18771 1840.4
## - d2c775fa99 1 331.92 18793 1860.8
## - beb6e17af1 1 497.20 18958 2009.5
## - `5b862c0a8f` 1 510.50 18972 2021.4
## - `9a575e82a4_1` 1 546.06 19007 2053.2
## - `06888ceac9_1` 1 620.58 19082 2119.6
## - `6db53d265a` 1 652.29 19114 2147.8
## - e86a2190c1 1 760.28 19222 2243.5
## - aee1e4fc85 1 765.89 19227 2248.4
##
## Step: AIC=1558.89
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` +
## `435dec85e2` + `04e7268385` + `8311343404` + e7ee22effb +
## `298ed82b22` + abca7a848f + `29bbd86997` + e5efa4d39a + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + b4112a94a6 + `173b6590ae` + `3e200bf766` + c58f611921 +
## `0b846350ef` + ba54a2a637 + `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - fbf66c8021 1 0.91 18463 1557.7
## - c1b8ce2354 1 0.98 18463 1557.8
## - `3eb53ae932` 1 0.98 18463 1557.8
## - `0b846350ef` 1 1.25 18463 1558.0
## - `8311343404` 1 1.59 18464 1558.4
## - dcfcbc2ea1 1 1.63 18464 1558.4
## - `2e874bc151` 1 1.90 18464 1558.6
## - ba54a2a637 1 1.94 18464 1558.7
## - aa69c802b6 1 2.13 18464 1558.8
## <none> 18462 1558.9
## - `7cb7913148_4` 1 2.63 18465 1559.3
## - `3e200bf766` 1 2.74 18465 1559.4
## - `2a457d15d9` 1 3.24 18465 1559.9
## - b4112a94a6 1 3.30 18465 1559.9
## - e5efa4d39a 1 3.57 18466 1560.2
## + `0342faceb5` 1 0.76 18461 1560.2
## - bdf934caa7 1 3.62 18466 1560.2
## + `9b6e0b36c2` 1 0.72 18461 1560.2
## + `7cb7913148_2` 1 0.67 18461 1560.3
## + `77b3b41efa` 1 0.64 18461 1560.3
## + `7cb7913148_6` 1 0.62 18461 1560.3
## + `55907cc1de` 1 0.62 18461 1560.3
## + ee2ac696ff 1 0.59 18461 1560.3
## + `12eda2d982` 1 0.56 18462 1560.4
## + b9a487ac3c 1 0.56 18462 1560.4
## + `7cb7913148_7` 1 0.51 18462 1560.4
## - `29bbd86997` 1 3.84 18466 1560.4
## + `55cf3f7627` 1 0.43 18462 1560.5
## - `7925993f42` 1 3.97 18466 1560.5
## + `7743f273c2` 1 0.38 18462 1560.5
## - `173b6590ae` 1 4.06 18466 1560.6
## + a24802caa5 1 0.28 18462 1560.6
## + `25bbf0e7e7` 1 0.27 18462 1560.6
## + `8de0382f02` 1 0.25 18462 1560.7
## - `384bec5dd1_1` 1 4.13 18466 1560.7
## + `7734c0c22f` 1 0.18 18462 1560.7
## + `3df2300fa2` 1 0.16 18462 1560.8
## + `4468394575` 1 0.14 18462 1560.8
## + `8a21502326` 1 0.11 18462 1560.8
## + `779d13189e` 1 0.11 18462 1560.8
## + `20f1afc5c7` 1 0.10 18462 1560.8
## + `7cb7913148_3` 1 0.07 18462 1560.8
## + fdf8628ca7 1 0.06 18462 1560.8
## + `0e2ab0831c` 1 0.04 18462 1560.9
## - `298ed82b22` 1 4.31 18466 1560.9
## + b709f75447 1 0.03 18462 1560.9
## + `6516422788` 1 0.03 18462 1560.9
## + `96e6f0be58` 1 0.03 18462 1560.9
## + d035af6ffa 1 0.02 18462 1560.9
## + `4fc17427c8` 1 0.02 18462 1560.9
## + `7cb7913148_1` 1 0.02 18462 1560.9
## + `072b7e8f27` 1 0.02 18462 1560.9
## + `63bcf89b1d` 1 0.02 18462 1560.9
## + `99d44111c9` 1 0.01 18462 1560.9
## + `7cb7913148_5` 1 0.01 18462 1560.9
## + `7841b6a5b1` 1 0.01 18462 1560.9
## + ac826f0013 1 0.00 18462 1560.9
## + d4d6566f9c 1 0.00 18462 1560.9
## - `56371466d7` 1 4.43 18466 1561.0
## - `136c1727c3` 1 4.49 18466 1561.0
## - fe8cdd80ba 1 4.56 18467 1561.1
## - `1fa099bb01` 1 4.66 18467 1561.2
## - `435dec85e2` 1 4.85 18467 1561.3
## - `96c30c7eef` 1 5.30 18467 1561.8
## - `1f222e3669` 1 5.70 18468 1562.1
## - abca7a848f 1 6.21 18468 1562.6
## - c58f611921 1 6.23 18468 1562.6
## - ffd1cdcfc1 1 6.63 18469 1563.0
## - `789b5244a9` 1 6.99 18469 1563.3
## - `04e7268385` 1 7.05 18469 1563.4
## - ed7e658a27 1 7.26 18469 1563.6
## - `65aed7dc1f` 1 7.78 18470 1564.0
## - f66b98dd69 1 8.18 18470 1564.4
## - `2719b72c0d` 1 8.41 18470 1564.6
## - e7ee22effb 1 8.44 18470 1564.7
## - `98475257f7` 1 8.92 18471 1565.1
## - fe0318e273 1 9.10 18471 1565.3
## - ae08d2297e 1 9.95 18472 1566.0
## - `253eb5ef11` 1 12.98 18475 1568.8
## - `49756d8e0f` 1 16.54 18479 1572.1
## - `60ec1426ce` 1 22.85 18485 1577.9
## - `016399044a` 1 28.82 18491 1583.4
## - c0c3df65b1 1 33.38 18495 1587.6
## - f0a0febd35 1 44.53 18507 1597.8
## - `087235d61e` 1 44.73 18507 1598.0
## - `1f3058af83` 1 50.86 18513 1603.6
## - `2bc6ab42f7` 1 60.81 18523 1612.7
## - a14fd026ce 1 66.71 18529 1618.1
## - `87b982928b` 1 69.98 18532 1621.1
## - `7fe6cb4c98` 1 74.99 18537 1625.7
## - f013b60e50 1 92.84 18555 1642.1
## - `5f360995ef` 1 104.85 18567 1653.0
## - ea0f4a32e3 1 127.47 18590 1673.7
## - `174825d438` 1 139.46 18602 1684.7
## - `8c2e088a3d` 1 217.77 18680 1756.0
## - `8f5f7c556a` 1 219.66 18682 1757.7
## - `2d7fe4693a` 1 225.65 18688 1763.2
## - e0a0772df0 1 309.84 18772 1839.5
## - d2c775fa99 1 331.90 18794 1859.4
## - beb6e17af1 1 497.90 18960 2008.8
## - `5b862c0a8f` 1 510.86 18973 2020.4
## - `9a575e82a4_1` 1 545.83 19008 2051.6
## - `06888ceac9_1` 1 620.74 19083 2118.4
## - `6db53d265a` 1 652.63 19115 2146.8
## - e86a2190c1 1 760.52 19223 2242.3
## - aee1e4fc85 1 765.77 19228 2247.0
##
## Step: AIC=1557.73
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` +
## `435dec85e2` + `04e7268385` + `8311343404` + e7ee22effb +
## `298ed82b22` + abca7a848f + `29bbd86997` + e5efa4d39a + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## b4112a94a6 + `173b6590ae` + `3e200bf766` + c58f611921 + `0b846350ef` +
## ba54a2a637 + `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - c1b8ce2354 1 0.97 18464 1556.6
## - `3eb53ae932` 1 0.97 18464 1556.6
## - `0b846350ef` 1 1.26 18464 1556.9
## - `8311343404` 1 1.61 18465 1557.2
## - dcfcbc2ea1 1 1.62 18465 1557.2
## - `2e874bc151` 1 1.87 18465 1557.5
## - ba54a2a637 1 1.96 18465 1557.5
## - aa69c802b6 1 2.14 18465 1557.7
## <none> 18463 1557.7
## - `7cb7913148_4` 1 2.63 18466 1558.2
## - `3e200bf766` 1 2.72 18466 1558.2
## - `2a457d15d9` 1 3.19 18466 1558.7
## - b4112a94a6 1 3.24 18466 1558.7
## + fbf66c8021 1 0.91 18462 1558.9
## - bdf934caa7 1 3.55 18466 1559.0
## - e5efa4d39a 1 3.56 18466 1559.0
## + `0342faceb5` 1 0.76 18462 1559.0
## + `9b6e0b36c2` 1 0.72 18462 1559.1
## + `7cb7913148_2` 1 0.67 18462 1559.1
## + `77b3b41efa` 1 0.66 18462 1559.1
## + `55907cc1de` 1 0.62 18462 1559.2
## + `7cb7913148_6` 1 0.61 18462 1559.2
## + ee2ac696ff 1 0.59 18462 1559.2
## + b9a487ac3c 1 0.57 18462 1559.2
## + `12eda2d982` 1 0.56 18462 1559.2
## + `7cb7913148_7` 1 0.52 18462 1559.2
## - `29bbd86997` 1 3.84 18467 1559.3
## + `55cf3f7627` 1 0.43 18462 1559.3
## - `7925993f42` 1 3.94 18467 1559.4
## + `7743f273c2` 1 0.38 18463 1559.4
## - `173b6590ae` 1 4.05 18467 1559.5
## + a24802caa5 1 0.27 18463 1559.5
## + `25bbf0e7e7` 1 0.26 18463 1559.5
## + `8de0382f02` 1 0.24 18463 1559.5
## - `384bec5dd1_1` 1 4.14 18467 1559.5
## + `7734c0c22f` 1 0.19 18463 1559.6
## + `3df2300fa2` 1 0.16 18463 1559.6
## + `4468394575` 1 0.15 18463 1559.6
## + `8a21502326` 1 0.11 18463 1559.6
## + `779d13189e` 1 0.10 18463 1559.6
## + `20f1afc5c7` 1 0.09 18463 1559.6
## + `7cb7913148_3` 1 0.07 18463 1559.7
## + fdf8628ca7 1 0.05 18463 1559.7
## + `0e2ab0831c` 1 0.03 18463 1559.7
## + `96e6f0be58` 1 0.03 18463 1559.7
## + b709f75447 1 0.03 18463 1559.7
## + `6516422788` 1 0.03 18463 1559.7
## + `4fc17427c8` 1 0.02 18463 1559.7
## + d035af6ffa 1 0.02 18463 1559.7
## + `63bcf89b1d` 1 0.02 18463 1559.7
## + `7cb7913148_1` 1 0.02 18463 1559.7
## + `072b7e8f27` 1 0.02 18463 1559.7
## + `99d44111c9` 1 0.01 18463 1559.7
## + `7cb7913148_5` 1 0.01 18463 1559.7
## + `7841b6a5b1` 1 0.01 18463 1559.7
## + ac826f0013 1 0.00 18463 1559.7
## - `298ed82b22` 1 4.35 18467 1559.7
## + d4d6566f9c 1 0.00 18463 1559.7
## - `56371466d7` 1 4.44 18467 1559.8
## - `136c1727c3` 1 4.45 18467 1559.8
## - fe8cdd80ba 1 4.50 18467 1559.9
## - `1fa099bb01` 1 4.67 18468 1560.0
## - `435dec85e2` 1 4.89 18468 1560.2
## - `96c30c7eef` 1 5.31 18468 1560.6
## - `1f222e3669` 1 5.72 18469 1561.0
## - abca7a848f 1 6.22 18469 1561.5
## - c58f611921 1 6.24 18469 1561.5
## - ffd1cdcfc1 1 6.63 18470 1561.8
## - `789b5244a9` 1 7.00 18470 1562.2
## - `04e7268385` 1 7.10 18470 1562.2
## - ed7e658a27 1 7.27 18470 1562.4
## - `65aed7dc1f` 1 7.74 18471 1562.8
## - f66b98dd69 1 8.21 18471 1563.3
## - `2719b72c0d` 1 8.44 18471 1563.5
## - e7ee22effb 1 8.45 18471 1563.5
## - `98475257f7` 1 8.96 18472 1564.0
## - fe0318e273 1 9.09 18472 1564.1
## - ae08d2297e 1 9.93 18473 1564.9
## - `253eb5ef11` 1 13.11 18476 1567.8
## - `49756d8e0f` 1 16.62 18480 1571.0
## - `60ec1426ce` 1 22.80 18486 1576.7
## - `016399044a` 1 28.89 18492 1582.3
## - c0c3df65b1 1 33.28 18496 1586.3
## - f0a0febd35 1 44.61 18508 1596.7
## - `087235d61e` 1 44.61 18508 1596.7
## - `1f3058af83` 1 50.80 18514 1602.4
## - `2bc6ab42f7` 1 60.68 18524 1611.5
## - a14fd026ce 1 66.69 18530 1617.0
## - `87b982928b` 1 69.99 18533 1620.0
## - `7fe6cb4c98` 1 74.87 18538 1624.5
## - f013b60e50 1 93.10 18556 1641.1
## - `5f360995ef` 1 104.59 18568 1651.7
## - ea0f4a32e3 1 127.40 18590 1672.5
## - `174825d438` 1 139.58 18602 1683.6
## - `8c2e088a3d` 1 217.52 18680 1754.6
## - `8f5f7c556a` 1 219.62 18683 1756.5
## - `2d7fe4693a` 1 225.59 18688 1761.9
## - e0a0772df0 1 309.83 18773 1838.3
## - d2c775fa99 1 331.95 18795 1858.3
## - beb6e17af1 1 497.67 18961 2007.4
## - `5b862c0a8f` 1 510.80 18974 2019.1
## - `9a575e82a4_1` 1 545.51 19008 2050.2
## - `06888ceac9_1` 1 620.40 19083 2116.9
## - `6db53d265a` 1 652.54 19116 2145.5
## - e86a2190c1 1 760.28 19223 2240.9
## - aee1e4fc85 1 766.37 19229 2246.3
##
## Step: AIC=1556.62
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + b4112a94a6 + `173b6590ae` +
## `3e200bf766` + c58f611921 + `0b846350ef` + ba54a2a637 + `7925993f42` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `3eb53ae932` 1 0.11 18464 1554.7
## - `0b846350ef` 1 1.27 18465 1555.8
## - `8311343404` 1 1.62 18466 1556.1
## - dcfcbc2ea1 1 1.63 18466 1556.1
## - `2e874bc151` 1 1.87 18466 1556.3
## - ba54a2a637 1 1.95 18466 1556.4
## - aa69c802b6 1 2.15 18466 1556.6
## <none> 18464 1556.6
## - `7cb7913148_4` 1 2.65 18467 1557.1
## - `3e200bf766` 1 2.72 18467 1557.1
## - `2a457d15d9` 1 3.15 18467 1557.5
## - b4112a94a6 1 3.23 18467 1557.6
## + c1b8ce2354 1 0.97 18463 1557.7
## + fbf66c8021 1 0.90 18463 1557.8
## - bdf934caa7 1 3.49 18467 1557.8
## + `0342faceb5` 1 0.75 18463 1557.9
## - e5efa4d39a 1 3.64 18468 1558.0
## + `9b6e0b36c2` 1 0.70 18463 1558.0
## + `77b3b41efa` 1 0.66 18463 1558.0
## + `7cb7913148_2` 1 0.66 18463 1558.0
## + `7cb7913148_6` 1 0.62 18463 1558.0
## + `55907cc1de` 1 0.61 18463 1558.1
## + ee2ac696ff 1 0.60 18463 1558.1
## + b9a487ac3c 1 0.59 18463 1558.1
## + `12eda2d982` 1 0.56 18463 1558.1
## + `7cb7913148_7` 1 0.53 18463 1558.1
## - `29bbd86997` 1 3.92 18468 1558.2
## - `7925993f42` 1 3.92 18468 1558.2
## + `55cf3f7627` 1 0.42 18464 1558.2
## + `7743f273c2` 1 0.37 18464 1558.3
## - `173b6590ae` 1 4.01 18468 1558.3
## + `25bbf0e7e7` 1 0.27 18464 1558.4
## + a24802caa5 1 0.26 18464 1558.4
## + `8de0382f02` 1 0.24 18464 1558.4
## - `384bec5dd1_1` 1 4.13 18468 1558.4
## + `7734c0c22f` 1 0.19 18464 1558.4
## + `3df2300fa2` 1 0.16 18464 1558.5
## + `4468394575` 1 0.16 18464 1558.5
## + `8a21502326` 1 0.11 18464 1558.5
## + `779d13189e` 1 0.10 18464 1558.5
## + `20f1afc5c7` 1 0.10 18464 1558.5
## + `7cb7913148_3` 1 0.07 18464 1558.6
## + fdf8628ca7 1 0.06 18464 1558.6
## - `298ed82b22` 1 4.30 18468 1558.6
## + `0e2ab0831c` 1 0.04 18464 1558.6
## + `96e6f0be58` 1 0.03 18464 1558.6
## + `6516422788` 1 0.03 18464 1558.6
## + b709f75447 1 0.03 18464 1558.6
## + d035af6ffa 1 0.02 18464 1558.6
## + `4fc17427c8` 1 0.02 18464 1558.6
## + `072b7e8f27` 1 0.02 18464 1558.6
## + `7cb7913148_1` 1 0.02 18464 1558.6
## + `99d44111c9` 1 0.02 18464 1558.6
## + `63bcf89b1d` 1 0.01 18464 1558.6
## + `7cb7913148_5` 1 0.01 18464 1558.6
## + `7841b6a5b1` 1 0.01 18464 1558.6
## + ac826f0013 1 0.00 18464 1558.6
## + d4d6566f9c 1 0.00 18464 1558.6
## - `136c1727c3` 1 4.43 18468 1558.7
## - `56371466d7` 1 4.47 18468 1558.7
## - fe8cdd80ba 1 4.52 18468 1558.8
## - `1fa099bb01` 1 4.69 18469 1558.9
## - `435dec85e2` 1 4.89 18469 1559.1
## - `96c30c7eef` 1 5.34 18469 1559.5
## - `1f222e3669` 1 5.67 18470 1559.8
## - abca7a848f 1 6.25 18470 1560.4
## - c58f611921 1 6.27 18470 1560.4
## - ffd1cdcfc1 1 6.63 18470 1560.7
## - `789b5244a9` 1 7.04 18471 1561.1
## - `04e7268385` 1 7.11 18471 1561.2
## - ed7e658a27 1 7.31 18471 1561.3
## - `65aed7dc1f` 1 7.77 18472 1561.8
## - f66b98dd69 1 8.21 18472 1562.2
## - `2719b72c0d` 1 8.44 18472 1562.4
## - e7ee22effb 1 8.46 18472 1562.4
## - `98475257f7` 1 8.93 18473 1562.8
## - fe0318e273 1 9.09 18473 1563.0
## - ae08d2297e 1 9.94 18474 1563.8
## - `253eb5ef11` 1 13.07 18477 1566.6
## - `49756d8e0f` 1 16.53 18480 1569.8
## - `60ec1426ce` 1 22.65 18487 1575.4
## - `016399044a` 1 29.00 18493 1581.3
## - c0c3df65b1 1 33.40 18497 1585.3
## - f0a0febd35 1 44.49 18508 1595.5
## - `087235d61e` 1 44.73 18509 1595.7
## - `1f3058af83` 1 50.61 18514 1601.1
## - `2bc6ab42f7` 1 60.70 18525 1610.3
## - a14fd026ce 1 66.58 18530 1615.7
## - `87b982928b` 1 70.18 18534 1619.0
## - `7fe6cb4c98` 1 74.62 18538 1623.1
## - f013b60e50 1 93.00 18557 1639.9
## - `5f360995ef` 1 104.78 18569 1650.7
## - ea0f4a32e3 1 127.43 18591 1671.4
## - `174825d438` 1 139.72 18604 1682.6
## - `8c2e088a3d` 1 217.37 18681 1753.3
## - `8f5f7c556a` 1 219.77 18684 1755.5
## - `2d7fe4693a` 1 225.57 18690 1760.8
## - e0a0772df0 1 309.88 18774 1837.2
## - d2c775fa99 1 332.07 18796 1857.3
## - beb6e17af1 1 498.80 18963 2007.2
## - `5b862c0a8f` 1 511.13 18975 2018.3
## - `9a575e82a4_1` 1 545.59 19010 2049.1
## - `06888ceac9_1` 1 621.39 19085 2116.7
## - `6db53d265a` 1 652.58 19116 2144.4
## - e86a2190c1 1 759.98 19224 2239.5
## - aee1e4fc85 1 766.44 19230 2245.2
##
## Step: AIC=1554.72
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + `98475257f7` + `65aed7dc1f` + fe0318e273 +
## `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 +
## ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + b4112a94a6 + `173b6590ae` +
## `3e200bf766` + c58f611921 + `0b846350ef` + ba54a2a637 + `7925993f42` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `0b846350ef` 1 1.28 18465 1553.9
## - `8311343404` 1 1.63 18466 1554.2
## - dcfcbc2ea1 1 1.63 18466 1554.2
## - `2e874bc151` 1 1.87 18466 1554.4
## - ba54a2a637 1 1.96 18466 1554.5
## - aa69c802b6 1 2.15 18466 1554.7
## <none> 18464 1554.7
## - `7cb7913148_4` 1 2.65 18467 1555.2
## - `3e200bf766` 1 2.72 18467 1555.2
## - `2a457d15d9` 1 3.15 18467 1555.6
## - b4112a94a6 1 3.23 18467 1555.7
## + fbf66c8021 1 0.90 18463 1555.9
## - bdf934caa7 1 3.49 18468 1555.9
## + `0342faceb5` 1 0.76 18463 1556.0
## - e5efa4d39a 1 3.64 18468 1556.1
## + `9b6e0b36c2` 1 0.70 18463 1556.1
## + `77b3b41efa` 1 0.66 18463 1556.1
## + `7cb7913148_2` 1 0.66 18463 1556.1
## + `7cb7913148_6` 1 0.62 18463 1556.2
## + `55907cc1de` 1 0.60 18463 1556.2
## + ee2ac696ff 1 0.60 18463 1556.2
## + b9a487ac3c 1 0.59 18463 1556.2
## + `12eda2d982` 1 0.56 18464 1556.2
## + `7cb7913148_7` 1 0.52 18464 1556.2
## - `7925993f42` 1 3.91 18468 1556.3
## - `29bbd86997` 1 3.92 18468 1556.3
## + `55cf3f7627` 1 0.42 18464 1556.3
## + `7743f273c2` 1 0.37 18464 1556.4
## - `173b6590ae` 1 4.00 18468 1556.4
## + `25bbf0e7e7` 1 0.28 18464 1556.5
## + a24802caa5 1 0.26 18464 1556.5
## + `8de0382f02` 1 0.25 18464 1556.5
## - `384bec5dd1_1` 1 4.12 18468 1556.5
## + `7734c0c22f` 1 0.19 18464 1556.5
## + `3df2300fa2` 1 0.17 18464 1556.6
## + `4468394575` 1 0.15 18464 1556.6
## + `8a21502326` 1 0.12 18464 1556.6
## + `3eb53ae932` 1 0.11 18464 1556.6
## + c1b8ce2354 1 0.11 18464 1556.6
## + `779d13189e` 1 0.10 18464 1556.6
## + `20f1afc5c7` 1 0.10 18464 1556.6
## + `7cb7913148_3` 1 0.07 18464 1556.7
## + fdf8628ca7 1 0.05 18464 1556.7
## - `298ed82b22` 1 4.31 18468 1556.7
## + `0e2ab0831c` 1 0.04 18464 1556.7
## + `96e6f0be58` 1 0.03 18464 1556.7
## + b709f75447 1 0.03 18464 1556.7
## + d035af6ffa 1 0.02 18464 1556.7
## + `4fc17427c8` 1 0.02 18464 1556.7
## + `072b7e8f27` 1 0.02 18464 1556.7
## + `7cb7913148_1` 1 0.02 18464 1556.7
## + `63bcf89b1d` 1 0.02 18464 1556.7
## + `99d44111c9` 1 0.02 18464 1556.7
## + `7cb7913148_5` 1 0.01 18464 1556.7
## + `7841b6a5b1` 1 0.00 18464 1556.7
## + ac826f0013 1 0.00 18464 1556.7
## + d4d6566f9c 1 0.00 18464 1556.7
## + `6516422788` 1 0.00 18464 1556.7
## - `136c1727c3` 1 4.44 18468 1556.8
## - `56371466d7` 1 4.49 18468 1556.8
## - fe8cdd80ba 1 4.54 18469 1556.9
## - `1fa099bb01` 1 4.69 18469 1557.0
## - `435dec85e2` 1 4.89 18469 1557.2
## - `96c30c7eef` 1 5.33 18469 1557.6
## - `1f222e3669` 1 5.68 18470 1557.9
## - abca7a848f 1 6.24 18470 1558.5
## - c58f611921 1 6.28 18470 1558.5
## - ffd1cdcfc1 1 6.66 18471 1558.8
## - `789b5244a9` 1 7.10 18471 1559.2
## - `04e7268385` 1 7.13 18471 1559.3
## - ed7e658a27 1 7.38 18471 1559.5
## - `65aed7dc1f` 1 7.78 18472 1559.9
## - e7ee22effb 1 8.45 18472 1560.5
## - `98475257f7` 1 8.94 18473 1560.9
## - fe0318e273 1 9.10 18473 1561.1
## - ae08d2297e 1 9.96 18474 1561.9
## - `253eb5ef11` 1 13.05 18477 1564.7
## - `49756d8e0f` 1 16.53 18480 1567.9
## - f66b98dd69 1 17.13 18481 1568.5
## - `2719b72c0d` 1 17.65 18482 1568.9
## - `60ec1426ce` 1 22.66 18487 1573.5
## - `016399044a` 1 29.04 18493 1579.4
## - c0c3df65b1 1 33.43 18497 1583.4
## - f0a0febd35 1 44.51 18508 1593.6
## - `087235d61e` 1 44.69 18509 1593.8
## - `1f3058af83` 1 50.61 18515 1599.2
## - `2bc6ab42f7` 1 60.71 18525 1608.5
## - a14fd026ce 1 66.61 18531 1613.9
## - `87b982928b` 1 70.19 18534 1617.1
## - `7fe6cb4c98` 1 74.61 18539 1621.2
## - f013b60e50 1 92.98 18557 1638.0
## - `5f360995ef` 1 104.82 18569 1648.8
## - ea0f4a32e3 1 127.40 18591 1669.5
## - `174825d438` 1 139.65 18604 1680.7
## - `8c2e088a3d` 1 217.27 18681 1751.4
## - `8f5f7c556a` 1 219.86 18684 1753.7
## - `2d7fe4693a` 1 225.62 18690 1759.0
## - e0a0772df0 1 309.92 18774 1835.4
## - d2c775fa99 1 332.10 18796 1855.4
## - beb6e17af1 1 498.74 18963 2005.3
## - `5b862c0a8f` 1 511.04 18975 2016.3
## - `9a575e82a4_1` 1 545.50 19010 2047.1
## - `06888ceac9_1` 1 621.42 19085 2114.8
## - `6db53d265a` 1 652.52 19116 2142.4
## - e86a2190c1 1 760.15 19224 2237.8
## - aee1e4fc85 1 766.42 19230 2243.3
##
## Step: AIC=1553.89
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + `98475257f7` + `65aed7dc1f` + fe0318e273 +
## `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 +
## ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + b4112a94a6 + `173b6590ae` +
## `3e200bf766` + c58f611921 + ba54a2a637 + `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - dcfcbc2ea1 1 1.62 18467 1553.4
## - `8311343404` 1 1.63 18467 1553.4
## - `2e874bc151` 1 1.85 18467 1553.6
## - ba54a2a637 1 1.96 18467 1553.7
## - aa69c802b6 1 2.15 18467 1553.9
## <none> 18465 1553.9
## - `7cb7913148_4` 1 2.65 18468 1554.3
## - `3e200bf766` 1 2.74 18468 1554.4
## + `0b846350ef` 1 1.28 18464 1554.7
## - `2a457d15d9` 1 3.19 18468 1554.8
## - b4112a94a6 1 3.20 18468 1554.8
## + fbf66c8021 1 0.91 18464 1555.0
## - bdf934caa7 1 3.51 18469 1555.1
## + `0342faceb5` 1 0.73 18465 1555.2
## - e5efa4d39a 1 3.64 18469 1555.2
## + `9b6e0b36c2` 1 0.70 18465 1555.2
## + `77b3b41efa` 1 0.67 18465 1555.3
## + `7cb7913148_2` 1 0.63 18465 1555.3
## + `7cb7913148_6` 1 0.62 18465 1555.3
## + ee2ac696ff 1 0.60 18465 1555.3
## + `55907cc1de` 1 0.59 18465 1555.3
## + b9a487ac3c 1 0.59 18465 1555.3
## + `12eda2d982` 1 0.55 18465 1555.4
## + `7cb7913148_7` 1 0.52 18465 1555.4
## - `29bbd86997` 1 3.92 18469 1555.5
## + `55cf3f7627` 1 0.42 18465 1555.5
## + `7743f273c2` 1 0.37 18465 1555.5
## - `7925993f42` 1 4.02 18469 1555.6
## - `173b6590ae` 1 4.06 18469 1555.6
## + `25bbf0e7e7` 1 0.28 18465 1555.6
## + a24802caa5 1 0.26 18465 1555.7
## + `8de0382f02` 1 0.25 18465 1555.7
## - `384bec5dd1_1` 1 4.13 18469 1555.7
## + `7734c0c22f` 1 0.20 18465 1555.7
## + `3df2300fa2` 1 0.17 18465 1555.7
## + `4468394575` 1 0.14 18465 1555.8
## + `8a21502326` 1 0.12 18465 1555.8
## + `3eb53ae932` 1 0.11 18465 1555.8
## + c1b8ce2354 1 0.11 18465 1555.8
## + `779d13189e` 1 0.10 18465 1555.8
## - `298ed82b22` 1 4.25 18470 1555.8
## + `20f1afc5c7` 1 0.09 18465 1555.8
## + `7cb7913148_3` 1 0.07 18465 1555.8
## + fdf8628ca7 1 0.05 18465 1555.8
## + `0e2ab0831c` 1 0.04 18465 1555.9
## + `96e6f0be58` 1 0.03 18465 1555.9
## + b709f75447 1 0.03 18465 1555.9
## + d035af6ffa 1 0.02 18465 1555.9
## + `4fc17427c8` 1 0.02 18465 1555.9
## + `072b7e8f27` 1 0.02 18465 1555.9
## + `63bcf89b1d` 1 0.02 18465 1555.9
## + `7cb7913148_1` 1 0.02 18465 1555.9
## + `99d44111c9` 1 0.01 18465 1555.9
## + `7cb7913148_5` 1 0.01 18465 1555.9
## + `7841b6a5b1` 1 0.00 18465 1555.9
## + ac826f0013 1 0.00 18465 1555.9
## + d4d6566f9c 1 0.00 18465 1555.9
## + `6516422788` 1 0.00 18465 1555.9
## - `136c1727c3` 1 4.44 18470 1556.0
## - `56371466d7` 1 4.51 18470 1556.0
## - fe8cdd80ba 1 4.54 18470 1556.1
## - `1fa099bb01` 1 4.63 18470 1556.2
## - `435dec85e2` 1 4.86 18470 1556.3
## - `96c30c7eef` 1 5.31 18471 1556.8
## - `1f222e3669` 1 5.61 18471 1557.0
## - abca7a848f 1 6.23 18472 1557.6
## - c58f611921 1 6.28 18472 1557.7
## - ffd1cdcfc1 1 6.60 18472 1558.0
## - `789b5244a9` 1 7.07 18472 1558.4
## - `04e7268385` 1 7.10 18472 1558.4
## - ed7e658a27 1 7.36 18473 1558.7
## - `65aed7dc1f` 1 7.83 18473 1559.1
## - e7ee22effb 1 8.49 18474 1559.7
## - `98475257f7` 1 8.98 18474 1560.2
## - fe0318e273 1 9.11 18474 1560.3
## - ae08d2297e 1 9.98 18475 1561.1
## - `253eb5ef11` 1 13.05 18478 1563.9
## - `49756d8e0f` 1 16.54 18482 1567.1
## - f66b98dd69 1 17.08 18482 1567.6
## - `2719b72c0d` 1 17.61 18483 1568.1
## - `60ec1426ce` 1 22.65 18488 1572.7
## - `016399044a` 1 28.96 18494 1578.5
## - c0c3df65b1 1 33.43 18499 1582.6
## - f0a0febd35 1 44.59 18510 1592.8
## - `087235d61e` 1 44.80 18510 1593.0
## - `1f3058af83` 1 50.57 18516 1598.3
## - `2bc6ab42f7` 1 60.89 18526 1607.8
## - a14fd026ce 1 66.51 18532 1612.9
## - `87b982928b` 1 70.09 18535 1616.2
## - `7fe6cb4c98` 1 74.76 18540 1620.5
## - f013b60e50 1 93.12 18558 1637.3
## - `5f360995ef` 1 104.81 18570 1648.0
## - ea0f4a32e3 1 127.24 18592 1668.5
## - `174825d438` 1 139.68 18605 1679.8
## - `8c2e088a3d` 1 217.21 18682 1750.5
## - `8f5f7c556a` 1 220.06 18685 1753.0
## - `2d7fe4693a` 1 225.51 18691 1758.0
## - e0a0772df0 1 309.51 18775 1834.1
## - d2c775fa99 1 332.38 18798 1854.8
## - beb6e17af1 1 498.20 18964 2003.9
## - `5b862c0a8f` 1 510.63 18976 2015.1
## - `9a575e82a4_1` 1 545.55 19011 2046.3
## - `06888ceac9_1` 1 621.59 19087 2114.1
## - `6db53d265a` 1 653.45 19119 2142.4
## - e86a2190c1 1 759.75 19225 2236.5
## - aee1e4fc85 1 767.05 19232 2243.0
##
## Step: AIC=1553.38
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + `98475257f7` + `65aed7dc1f` + fe0318e273 +
## `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 +
## ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + `2a457d15d9` + b4112a94a6 + `173b6590ae` +
## `3e200bf766` + c58f611921 + ba54a2a637 + `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `8311343404` 1 1.62 18468 1552.9
## - `2e874bc151` 1 1.84 18469 1553.1
## - ba54a2a637 1 1.96 18469 1553.2
## - aa69c802b6 1 2.12 18469 1553.3
## <none> 18467 1553.4
## - `7cb7913148_4` 1 2.65 18470 1553.8
## - `3e200bf766` 1 2.70 18470 1553.9
## + dcfcbc2ea1 1 1.62 18465 1553.9
## + `0b846350ef` 1 1.26 18466 1554.2
## - b4112a94a6 1 3.18 18470 1554.3
## - `2a457d15d9` 1 3.20 18470 1554.3
## + fbf66c8021 1 0.90 18466 1554.5
## - bdf934caa7 1 3.53 18470 1554.6
## + `0342faceb5` 1 0.71 18466 1554.7
## + `9b6e0b36c2` 1 0.71 18466 1554.7
## + `77b3b41efa` 1 0.67 18466 1554.8
## - e5efa4d39a 1 3.70 18471 1554.8
## + `7cb7913148_6` 1 0.63 18466 1554.8
## + `7cb7913148_2` 1 0.62 18466 1554.8
## + ee2ac696ff 1 0.62 18466 1554.8
## + b9a487ac3c 1 0.61 18466 1554.8
## + `55907cc1de` 1 0.58 18466 1554.8
## + `12eda2d982` 1 0.55 18466 1554.9
## + `7cb7913148_7` 1 0.52 18466 1554.9
## + `55cf3f7627` 1 0.43 18466 1555.0
## + `7743f273c2` 1 0.37 18467 1555.0
## - `29bbd86997` 1 3.99 18471 1555.0
## - `173b6590ae` 1 4.02 18471 1555.1
## - `7925993f42` 1 4.02 18471 1555.1
## + `25bbf0e7e7` 1 0.28 18467 1555.1
## + `8de0382f02` 1 0.25 18467 1555.2
## + a24802caa5 1 0.24 18467 1555.2
## - `384bec5dd1_1` 1 4.13 18471 1555.2
## + `7734c0c22f` 1 0.18 18467 1555.2
## + `3df2300fa2` 1 0.18 18467 1555.2
## + `4468394575` 1 0.13 18467 1555.3
## - `298ed82b22` 1 4.22 18471 1555.3
## + `3eb53ae932` 1 0.11 18467 1555.3
## + c1b8ce2354 1 0.11 18467 1555.3
## + `8a21502326` 1 0.11 18467 1555.3
## + `779d13189e` 1 0.10 18467 1555.3
## + `20f1afc5c7` 1 0.09 18467 1555.3
## + `7cb7913148_3` 1 0.07 18467 1555.3
## + fdf8628ca7 1 0.05 18467 1555.3
## + `96e6f0be58` 1 0.04 18467 1555.3
## + `0e2ab0831c` 1 0.03 18467 1555.3
## + b709f75447 1 0.03 18467 1555.3
## + `4fc17427c8` 1 0.03 18467 1555.3
## + d035af6ffa 1 0.02 18467 1555.4
## + `072b7e8f27` 1 0.02 18467 1555.4
## + `99d44111c9` 1 0.02 18467 1555.4
## + `63bcf89b1d` 1 0.02 18467 1555.4
## + `7cb7913148_1` 1 0.01 18467 1555.4
## + `7cb7913148_5` 1 0.01 18467 1555.4
## + `7841b6a5b1` 1 0.00 18467 1555.4
## + ac826f0013 1 0.00 18467 1555.4
## + d4d6566f9c 1 0.00 18467 1555.4
## + `6516422788` 1 0.00 18467 1555.4
## - `136c1727c3` 1 4.49 18471 1555.5
## - fe8cdd80ba 1 4.52 18471 1555.5
## - `56371466d7` 1 4.55 18472 1555.6
## - `1fa099bb01` 1 4.62 18472 1555.6
## - `435dec85e2` 1 4.89 18472 1555.9
## - `96c30c7eef` 1 5.39 18472 1556.3
## - `1f222e3669` 1 5.56 18472 1556.5
## - abca7a848f 1 6.32 18473 1557.2
## - c58f611921 1 6.35 18473 1557.2
## - ffd1cdcfc1 1 6.61 18474 1557.5
## - `04e7268385` 1 7.09 18474 1557.9
## - `789b5244a9` 1 7.16 18474 1558.0
## - ed7e658a27 1 7.45 18474 1558.2
## - `65aed7dc1f` 1 7.75 18475 1558.5
## - e7ee22effb 1 8.58 18476 1559.3
## - `98475257f7` 1 8.99 18476 1559.6
## - fe0318e273 1 9.07 18476 1559.7
## - ae08d2297e 1 9.97 18477 1560.5
## - `253eb5ef11` 1 13.05 18480 1563.4
## - `49756d8e0f` 1 16.61 18484 1566.6
## - f66b98dd69 1 17.24 18484 1567.2
## - `2719b72c0d` 1 17.77 18485 1567.7
## - `60ec1426ce` 1 22.55 18490 1572.1
## - `016399044a` 1 28.97 18496 1578.0
## - c0c3df65b1 1 33.43 18500 1582.1
## - f0a0febd35 1 44.67 18512 1592.4
## - `087235d61e` 1 44.84 18512 1592.6
## - `1f3058af83` 1 50.50 18517 1597.8
## - `2bc6ab42f7` 1 61.09 18528 1607.5
## - a14fd026ce 1 66.47 18533 1612.4
## - `87b982928b` 1 70.17 18537 1615.8
## - `7fe6cb4c98` 1 75.21 18542 1620.4
## - f013b60e50 1 93.09 18560 1636.8
## - `5f360995ef` 1 104.89 18572 1647.5
## - ea0f4a32e3 1 127.34 18594 1668.1
## - `174825d438` 1 139.58 18606 1679.2
## - `8c2e088a3d` 1 217.73 18685 1750.4
## - `8f5f7c556a` 1 219.90 18687 1752.4
## - `2d7fe4693a` 1 225.42 18692 1757.4
## - e0a0772df0 1 309.27 18776 1833.4
## - d2c775fa99 1 332.49 18799 1854.4
## - beb6e17af1 1 497.94 18965 2003.2
## - `5b862c0a8f` 1 510.48 18977 2014.4
## - `9a575e82a4_1` 1 545.31 19012 2045.5
## - `06888ceac9_1` 1 621.81 19089 2113.7
## - `6db53d265a` 1 653.15 19120 2141.6
## - e86a2190c1 1 758.74 19226 2235.1
## - aee1e4fc85 1 766.45 19233 2241.9
##
## Step: AIC=1552.87
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + `98475257f7` + `65aed7dc1f` + fe0318e273 +
## `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 +
## ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + e7ee22effb + `298ed82b22` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `1f222e3669` + `789b5244a9` + `2e874bc151` +
## `2a457d15d9` + b4112a94a6 + `173b6590ae` + `3e200bf766` +
## c58f611921 + ba54a2a637 + `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `2e874bc151` 1 1.83 18470 1552.6
## - ba54a2a637 1 2.00 18470 1552.7
## - aa69c802b6 1 2.12 18471 1552.8
## <none> 18468 1552.9
## - `7cb7913148_4` 1 2.63 18471 1553.3
## + `8311343404` 1 1.62 18467 1553.4
## - `3e200bf766` 1 2.74 18471 1553.4
## + dcfcbc2ea1 1 1.61 18467 1553.4
## + `0b846350ef` 1 1.27 18467 1553.7
## - b4112a94a6 1 3.15 18472 1553.8
## - `2a457d15d9` 1 3.19 18472 1553.8
## + fbf66c8021 1 0.92 18468 1554.0
## - bdf934caa7 1 3.51 18472 1554.1
## - e5efa4d39a 1 3.62 18472 1554.2
## + `9b6e0b36c2` 1 0.72 18468 1554.2
## + `0342faceb5` 1 0.72 18468 1554.2
## + `77b3b41efa` 1 0.67 18468 1554.3
## + ee2ac696ff 1 0.60 18468 1554.3
## + b9a487ac3c 1 0.60 18468 1554.3
## + `7cb7913148_6` 1 0.60 18468 1554.3
## + `7cb7913148_2` 1 0.59 18468 1554.3
## + `55907cc1de` 1 0.56 18468 1554.4
## + `12eda2d982` 1 0.53 18468 1554.4
## + `7cb7913148_7` 1 0.52 18468 1554.4
## - `29bbd86997` 1 3.91 18472 1554.5
## + `55cf3f7627` 1 0.44 18468 1554.5
## + `7743f273c2` 1 0.36 18468 1554.5
## - `7925993f42` 1 4.01 18472 1554.6
## - `173b6590ae` 1 4.09 18473 1554.6
## + `25bbf0e7e7` 1 0.26 18468 1554.6
## - `384bec5dd1_1` 1 4.10 18473 1554.6
## + `8de0382f02` 1 0.25 18468 1554.6
## + a24802caa5 1 0.23 18468 1554.7
## + `3df2300fa2` 1 0.19 18468 1554.7
## + `7734c0c22f` 1 0.18 18468 1554.7
## + `4468394575` 1 0.14 18468 1554.8
## + `3eb53ae932` 1 0.12 18468 1554.8
## + c1b8ce2354 1 0.12 18468 1554.8
## - `298ed82b22` 1 4.23 18473 1554.8
## + `8a21502326` 1 0.10 18468 1554.8
## + `779d13189e` 1 0.10 18468 1554.8
## + `20f1afc5c7` 1 0.09 18468 1554.8
## + `7cb7913148_3` 1 0.07 18468 1554.8
## + fdf8628ca7 1 0.05 18468 1554.8
## + `0e2ab0831c` 1 0.04 18468 1554.8
## + `96e6f0be58` 1 0.04 18468 1554.8
## + b709f75447 1 0.03 18468 1554.8
## + `4fc17427c8` 1 0.03 18468 1554.8
## + d035af6ffa 1 0.02 18468 1554.8
## + `072b7e8f27` 1 0.02 18468 1554.8
## + `99d44111c9` 1 0.02 18468 1554.8
## + `63bcf89b1d` 1 0.01 18468 1554.9
## + `7cb7913148_1` 1 0.01 18468 1554.9
## + `7cb7913148_5` 1 0.00 18468 1554.9
## + `7841b6a5b1` 1 0.00 18468 1554.9
## + ac826f0013 1 0.00 18468 1554.9
## + d4d6566f9c 1 0.00 18468 1554.9
## + `6516422788` 1 0.00 18468 1554.9
## - `136c1727c3` 1 4.51 18473 1555.0
## - fe8cdd80ba 1 4.52 18473 1555.0
## - `56371466d7` 1 4.59 18473 1555.1
## - `1fa099bb01` 1 4.70 18473 1555.2
## - `435dec85e2` 1 4.92 18474 1555.4
## - `96c30c7eef` 1 5.37 18474 1555.8
## - `1f222e3669` 1 5.48 18474 1555.9
## - abca7a848f 1 6.32 18475 1556.7
## - c58f611921 1 6.40 18475 1556.8
## - ffd1cdcfc1 1 6.62 18475 1557.0
## - `04e7268385` 1 7.09 18476 1557.4
## - `789b5244a9` 1 7.14 18476 1557.4
## - ed7e658a27 1 7.43 18476 1557.7
## - `65aed7dc1f` 1 7.82 18476 1558.1
## - e7ee22effb 1 8.56 18477 1558.7
## - fe0318e273 1 9.05 18478 1559.2
## - `98475257f7` 1 9.13 18478 1559.3
## - ae08d2297e 1 9.96 18478 1560.0
## - `253eb5ef11` 1 13.06 18482 1562.9
## - `49756d8e0f` 1 16.60 18485 1566.1
## - f66b98dd69 1 17.25 18486 1566.7
## - `2719b72c0d` 1 17.79 18486 1567.2
## - `60ec1426ce` 1 22.43 18491 1571.5
## - `016399044a` 1 28.93 18498 1577.5
## - c0c3df65b1 1 33.35 18502 1581.5
## - `087235d61e` 1 44.69 18513 1591.9
## - f0a0febd35 1 44.90 18513 1592.1
## - `1f3058af83` 1 50.34 18519 1597.1
## - `2bc6ab42f7` 1 61.14 18530 1607.0
## - a14fd026ce 1 66.91 18536 1612.3
## - `87b982928b` 1 70.15 18539 1615.2
## - `7fe6cb4c98` 1 75.51 18544 1620.2
## - f013b60e50 1 92.98 18562 1636.2
## - `5f360995ef` 1 105.38 18574 1647.5
## - ea0f4a32e3 1 127.53 18596 1667.7
## - `174825d438` 1 139.51 18608 1678.7
## - `8c2e088a3d` 1 217.80 18686 1750.0
## - `8f5f7c556a` 1 219.73 18688 1751.7
## - `2d7fe4693a` 1 225.53 18694 1757.0
## - e0a0772df0 1 308.59 18777 1832.2
## - d2c775fa99 1 332.71 18801 1854.0
## - beb6e17af1 1 497.96 18966 2002.6
## - `5b862c0a8f` 1 510.48 18979 2013.8
## - `9a575e82a4_1` 1 545.59 19014 2045.2
## - `06888ceac9_1` 1 622.08 19091 2113.4
## - `6db53d265a` 1 653.00 19122 2140.9
## - e86a2190c1 1 759.23 19228 2234.9
## - aee1e4fc85 1 766.77 19235 2241.6
##
## Step: AIC=1552.56
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + `98475257f7` + `65aed7dc1f` + fe0318e273 +
## `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 +
## ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + e7ee22effb + `298ed82b22` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `1f222e3669` + `789b5244a9` + `2a457d15d9` +
## b4112a94a6 + `173b6590ae` + `3e200bf766` + c58f611921 + ba54a2a637 +
## `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - ba54a2a637 1 2.02 18472 1552.4
## - aa69c802b6 1 2.12 18472 1552.5
## <none> 18470 1552.6
## + `2e874bc151` 1 1.83 18468 1552.9
## + d4d6566f9c 1 1.80 18469 1552.9
## - `7cb7913148_4` 1 2.63 18473 1553.0
## - `3e200bf766` 1 2.71 18473 1553.0
## + `8311343404` 1 1.61 18469 1553.1
## + dcfcbc2ea1 1 1.60 18469 1553.1
## + `0b846350ef` 1 1.25 18469 1553.4
## - b4112a94a6 1 3.14 18474 1553.5
## - `2a457d15d9` 1 3.22 18474 1553.5
## + fbf66c8021 1 0.89 18470 1553.7
## - bdf934caa7 1 3.57 18474 1553.8
## + `9b6e0b36c2` 1 0.73 18470 1553.9
## + `0342faceb5` 1 0.71 18470 1553.9
## - e5efa4d39a 1 3.66 18474 1553.9
## + `77b3b41efa` 1 0.69 18470 1553.9
## + ee2ac696ff 1 0.62 18470 1554.0
## + `7cb7913148_2` 1 0.61 18470 1554.0
## + b9a487ac3c 1 0.58 18470 1554.0
## + `7cb7913148_6` 1 0.58 18470 1554.0
## + `55907cc1de` 1 0.57 18470 1554.0
## + `7cb7913148_7` 1 0.54 18470 1554.1
## + `12eda2d982` 1 0.52 18470 1554.1
## + `55cf3f7627` 1 0.45 18470 1554.1
## - `29bbd86997` 1 3.94 18474 1554.2
## - `7925993f42` 1 4.00 18474 1554.2
## + `7743f273c2` 1 0.35 18470 1554.2
## + `25bbf0e7e7` 1 0.24 18470 1554.3
## + `8de0382f02` 1 0.24 18470 1554.3
## + a24802caa5 1 0.23 18470 1554.3
## - `384bec5dd1_1` 1 4.13 18474 1554.3
## - `173b6590ae` 1 4.14 18474 1554.4
## + `7734c0c22f` 1 0.19 18470 1554.4
## + `3df2300fa2` 1 0.18 18470 1554.4
## - `298ed82b22` 1 4.20 18475 1554.4
## + `4468394575` 1 0.14 18470 1554.4
## + `3eb53ae932` 1 0.12 18470 1554.5
## + c1b8ce2354 1 0.12 18470 1554.5
## + `779d13189e` 1 0.10 18470 1554.5
## + `8a21502326` 1 0.09 18470 1554.5
## + `20f1afc5c7` 1 0.08 18470 1554.5
## + `7cb7913148_3` 1 0.06 18470 1554.5
## + fdf8628ca7 1 0.05 18470 1554.5
## + `0e2ab0831c` 1 0.04 18470 1554.5
## + `96e6f0be58` 1 0.04 18470 1554.5
## + b709f75447 1 0.03 18470 1554.5
## + `4fc17427c8` 1 0.03 18470 1554.5
## + d035af6ffa 1 0.02 18470 1554.5
## + `072b7e8f27` 1 0.02 18470 1554.5
## + `99d44111c9` 1 0.02 18470 1554.5
## + `63bcf89b1d` 1 0.01 18470 1554.5
## + `7cb7913148_1` 1 0.01 18470 1554.5
## + `7cb7913148_5` 1 0.01 18470 1554.5
## + `7841b6a5b1` 1 0.00 18470 1554.5
## + ac826f0013 1 0.00 18470 1554.5
## + `6516422788` 1 0.00 18470 1554.6
## - `136c1727c3` 1 4.48 18475 1554.7
## - fe8cdd80ba 1 4.57 18475 1554.8
## - `56371466d7` 1 4.62 18475 1554.8
## - `1fa099bb01` 1 4.68 18475 1554.9
## - `435dec85e2` 1 4.93 18475 1555.1
## - `96c30c7eef` 1 5.37 18476 1555.5
## - `1f222e3669` 1 5.44 18476 1555.6
## - abca7a848f 1 6.32 18477 1556.4
## - c58f611921 1 6.36 18477 1556.4
## - ffd1cdcfc1 1 6.67 18477 1556.7
## - `04e7268385` 1 6.98 18477 1557.0
## - `789b5244a9` 1 7.14 18478 1557.1
## - ed7e658a27 1 7.42 18478 1557.4
## - `65aed7dc1f` 1 7.87 18478 1557.8
## - e7ee22effb 1 8.44 18479 1558.3
## - fe0318e273 1 9.02 18479 1558.8
## - `98475257f7` 1 9.16 18480 1559.0
## - ae08d2297e 1 9.89 18480 1559.6
## - `253eb5ef11` 1 12.99 18483 1562.5
## - `49756d8e0f` 1 16.59 18487 1565.8
## - f66b98dd69 1 17.25 18488 1566.4
## - `2719b72c0d` 1 17.78 18488 1566.9
## - `60ec1426ce` 1 22.40 18493 1571.1
## - `016399044a` 1 28.97 18499 1577.2
## - c0c3df65b1 1 33.44 18504 1581.3
## - f0a0febd35 1 44.80 18515 1591.7
## - `087235d61e` 1 45.04 18515 1591.9
## - `1f3058af83` 1 50.23 18521 1596.7
## - `2bc6ab42f7` 1 61.18 18532 1606.7
## - a14fd026ce 1 66.98 18537 1612.0
## - `87b982928b` 1 70.68 18541 1615.4
## - `7fe6cb4c98` 1 75.38 18546 1619.7
## - f013b60e50 1 93.36 18564 1636.2
## - `5f360995ef` 1 105.16 18576 1647.0
## - ea0f4a32e3 1 127.50 18598 1667.4
## - `174825d438` 1 139.39 18610 1678.2
## - `8c2e088a3d` 1 217.93 18688 1749.7
## - `8f5f7c556a` 1 219.75 18690 1751.4
## - `2d7fe4693a` 1 225.77 18696 1756.8
## - e0a0772df0 1 308.26 18779 1831.6
## - d2c775fa99 1 332.37 18803 1853.4
## - beb6e17af1 1 497.78 18968 2002.1
## - `5b862c0a8f` 1 510.36 18981 2013.4
## - `9a575e82a4_1` 1 545.46 19016 2044.7
## - `06888ceac9_1` 1 621.67 19092 2112.7
## - `6db53d265a` 1 652.83 19123 2140.3
## - e86a2190c1 1 759.02 19229 2234.4
## - aee1e4fc85 1 766.79 19237 2241.2
##
## Step: AIC=1552.41
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + `98475257f7` + `65aed7dc1f` + fe0318e273 +
## `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 +
## ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + e7ee22effb + `298ed82b22` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `1f222e3669` + `789b5244a9` + `2a457d15d9` +
## b4112a94a6 + `173b6590ae` + `3e200bf766` + c58f611921 + `7925993f42` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - aa69c802b6 1 2.12 18474 1552.4
## <none> 18472 1552.4
## + ba54a2a637 1 2.02 18470 1552.6
## + `2e874bc151` 1 1.85 18470 1552.7
## + d4d6566f9c 1 1.81 18471 1552.8
## - `7cb7913148_4` 1 2.64 18475 1552.8
## - `3e200bf766` 1 2.68 18475 1552.9
## + `8311343404` 1 1.65 18471 1552.9
## + dcfcbc2ea1 1 1.60 18471 1552.9
## + `0b846350ef` 1 1.25 18471 1553.3
## - b4112a94a6 1 3.17 18476 1553.3
## - `2a457d15d9` 1 3.19 18476 1553.3
## + fbf66c8021 1 0.90 18472 1553.6
## - bdf934caa7 1 3.58 18476 1553.7
## + `9b6e0b36c2` 1 0.73 18472 1553.7
## + `0342faceb5` 1 0.70 18472 1553.8
## + ee2ac696ff 1 0.70 18472 1553.8
## - e5efa4d39a 1 3.65 18476 1553.8
## + `77b3b41efa` 1 0.67 18472 1553.8
## + `7cb7913148_2` 1 0.64 18472 1553.8
## + `7cb7913148_6` 1 0.58 18472 1553.9
## + b9a487ac3c 1 0.57 18472 1553.9
## + `55907cc1de` 1 0.56 18472 1553.9
## + `7cb7913148_7` 1 0.54 18472 1553.9
## + `12eda2d982` 1 0.51 18472 1554.0
## + `55cf3f7627` 1 0.45 18472 1554.0
## - `29bbd86997` 1 3.93 18476 1554.0
## + `7743f273c2` 1 0.35 18472 1554.1
## - `7925993f42` 1 4.02 18476 1554.1
## + `25bbf0e7e7` 1 0.25 18472 1554.2
## + `8de0382f02` 1 0.24 18472 1554.2
## + a24802caa5 1 0.23 18472 1554.2
## - `384bec5dd1_1` 1 4.13 18476 1554.2
## - `173b6590ae` 1 4.13 18476 1554.2
## + `7734c0c22f` 1 0.18 18472 1554.2
## + `3df2300fa2` 1 0.17 18472 1554.3
## + `4468394575` 1 0.14 18472 1554.3
## + `3eb53ae932` 1 0.13 18472 1554.3
## + c1b8ce2354 1 0.13 18472 1554.3
## + `779d13189e` 1 0.10 18472 1554.3
## + `8a21502326` 1 0.09 18472 1554.3
## + `20f1afc5c7` 1 0.08 18472 1554.3
## - `298ed82b22` 1 4.28 18477 1554.3
## + `7cb7913148_3` 1 0.06 18472 1554.4
## + fdf8628ca7 1 0.06 18472 1554.4
## + `0e2ab0831c` 1 0.04 18472 1554.4
## + `96e6f0be58` 1 0.04 18472 1554.4
## + b709f75447 1 0.04 18472 1554.4
## + `4fc17427c8` 1 0.03 18472 1554.4
## + `072b7e8f27` 1 0.02 18472 1554.4
## + d035af6ffa 1 0.02 18472 1554.4
## + `63bcf89b1d` 1 0.02 18472 1554.4
## + `99d44111c9` 1 0.02 18472 1554.4
## + `7cb7913148_1` 1 0.01 18472 1554.4
## + `7cb7913148_5` 1 0.01 18472 1554.4
## + `7841b6a5b1` 1 0.00 18472 1554.4
## + ac826f0013 1 0.00 18472 1554.4
## + `6516422788` 1 0.00 18472 1554.4
## - `136c1727c3` 1 4.43 18477 1554.5
## - fe8cdd80ba 1 4.55 18477 1554.6
## - `56371466d7` 1 4.62 18477 1554.7
## - `1fa099bb01` 1 4.71 18477 1554.7
## - `435dec85e2` 1 4.91 18477 1554.9
## - `96c30c7eef` 1 5.38 18478 1555.4
## - `1f222e3669` 1 5.47 18478 1555.4
## - abca7a848f 1 6.30 18479 1556.2
## - c58f611921 1 6.36 18479 1556.3
## - ffd1cdcfc1 1 6.70 18479 1556.6
## - `04e7268385` 1 7.01 18479 1556.9
## - `789b5244a9` 1 7.15 18480 1557.0
## - ed7e658a27 1 7.44 18480 1557.2
## - `65aed7dc1f` 1 7.84 18480 1557.6
## - e7ee22effb 1 8.25 18481 1558.0
## - fe0318e273 1 8.89 18481 1558.6
## - `98475257f7` 1 9.07 18482 1558.8
## - ae08d2297e 1 9.95 18482 1559.6
## - `253eb5ef11` 1 13.01 18485 1562.4
## - `49756d8e0f` 1 16.54 18489 1565.6
## - f66b98dd69 1 17.34 18490 1566.3
## - `2719b72c0d` 1 17.88 18490 1566.8
## - `60ec1426ce` 1 22.52 18495 1571.1
## - `016399044a` 1 28.97 18501 1577.0
## - c0c3df65b1 1 33.49 18506 1581.2
## - f0a0febd35 1 44.77 18517 1591.5
## - `087235d61e` 1 44.96 18517 1591.7
## - `1f3058af83` 1 50.38 18523 1596.7
## - `2bc6ab42f7` 1 61.20 18534 1606.6
## - a14fd026ce 1 67.22 18540 1612.1
## - `87b982928b` 1 70.58 18543 1615.2
## - `7fe6cb4c98` 1 75.68 18548 1619.8
## - f013b60e50 1 93.33 18566 1636.0
## - `5f360995ef` 1 105.74 18578 1647.3
## - ea0f4a32e3 1 127.41 18600 1667.1
## - `174825d438` 1 139.21 18612 1677.9
## - `8c2e088a3d` 1 217.39 18690 1749.1
## - `8f5f7c556a` 1 219.89 18692 1751.3
## - `2d7fe4693a` 1 226.34 18699 1757.2
## - e0a0772df0 1 308.36 18781 1831.5
## - d2c775fa99 1 332.22 18805 1853.1
## - beb6e17af1 1 497.67 18970 2001.8
## - `5b862c0a8f` 1 509.91 18982 2012.8
## - `9a575e82a4_1` 1 545.66 19018 2044.7
## - `06888ceac9_1` 1 622.96 19095 2113.6
## - `6db53d265a` 1 653.32 19126 2140.6
## - e86a2190c1 1 758.19 19231 2233.4
## - aee1e4fc85 1 765.84 19238 2240.2
##
## Step: AIC=1552.36
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + `98475257f7` + `65aed7dc1f` + fe0318e273 +
## `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 +
## ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + e7ee22effb + `298ed82b22` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `1f222e3669` + `789b5244a9` + `2a457d15d9` +
## b4112a94a6 + `173b6590ae` + `3e200bf766` + c58f611921 + `7925993f42`
##
## Df Sum of Sq RSS AIC
## <none> 18474 1552.4
## + aa69c802b6 1 2.12 18472 1552.4
## + ba54a2a637 1 2.02 18472 1552.5
## + `2e874bc151` 1 1.86 18473 1552.7
## + d4d6566f9c 1 1.82 18473 1552.7
## - `3e200bf766` 1 2.66 18477 1552.8
## - `7cb7913148_4` 1 2.70 18477 1552.8
## + `8311343404` 1 1.64 18473 1552.8
## + dcfcbc2ea1 1 1.57 18473 1552.9
## + `0b846350ef` 1 1.26 18473 1553.2
## - `2a457d15d9` 1 3.16 18478 1553.3
## - b4112a94a6 1 3.21 18478 1553.3
## + fbf66c8021 1 0.91 18474 1553.5
## - bdf934caa7 1 3.51 18478 1553.6
## + `9b6e0b36c2` 1 0.73 18474 1553.7
## + `0342faceb5` 1 0.73 18474 1553.7
## + ee2ac696ff 1 0.71 18474 1553.7
## + `77b3b41efa` 1 0.70 18474 1553.7
## - e5efa4d39a 1 3.65 18478 1553.7
## + `7cb7913148_2` 1 0.65 18474 1553.8
## + `7cb7913148_6` 1 0.58 18474 1553.8
## + b9a487ac3c 1 0.56 18474 1553.8
## + `55907cc1de` 1 0.56 18474 1553.8
## + `7cb7913148_7` 1 0.54 18474 1553.9
## + `12eda2d982` 1 0.52 18474 1553.9
## + `55cf3f7627` 1 0.46 18474 1553.9
## - `29bbd86997` 1 3.93 18478 1554.0
## + `7743f273c2` 1 0.35 18474 1554.0
## - `7925993f42` 1 4.06 18479 1554.1
## + `25bbf0e7e7` 1 0.26 18474 1554.1
## + `8de0382f02` 1 0.24 18474 1554.1
## + a24802caa5 1 0.23 18474 1554.1
## - `173b6590ae` 1 4.12 18479 1554.2
## + `7734c0c22f` 1 0.19 18474 1554.2
## - `384bec5dd1_1` 1 4.16 18479 1554.2
## + `3df2300fa2` 1 0.18 18474 1554.2
## + `4468394575` 1 0.15 18474 1554.2
## + `3eb53ae932` 1 0.12 18474 1554.2
## + c1b8ce2354 1 0.12 18474 1554.2
## + `779d13189e` 1 0.10 18474 1554.3
## + `8a21502326` 1 0.09 18474 1554.3
## + `20f1afc5c7` 1 0.09 18474 1554.3
## + `7cb7913148_3` 1 0.07 18474 1554.3
## + fdf8628ca7 1 0.06 18474 1554.3
## + `0e2ab0831c` 1 0.04 18474 1554.3
## + `96e6f0be58` 1 0.04 18474 1554.3
## + b709f75447 1 0.04 18474 1554.3
## - `298ed82b22` 1 4.32 18479 1554.3
## + `4fc17427c8` 1 0.03 18474 1554.3
## + d035af6ffa 1 0.02 18474 1554.3
## + `63bcf89b1d` 1 0.02 18474 1554.3
## + `072b7e8f27` 1 0.02 18474 1554.3
## + `99d44111c9` 1 0.02 18474 1554.3
## + `7cb7913148_1` 1 0.01 18474 1554.3
## + `7841b6a5b1` 1 0.00 18474 1554.4
## + ac826f0013 1 0.00 18474 1554.4
## + `6516422788` 1 0.00 18474 1554.4
## + `7cb7913148_5` 1 0.00 18474 1554.4
## - `136c1727c3` 1 4.42 18479 1554.4
## - `56371466d7` 1 4.52 18479 1554.5
## - fe8cdd80ba 1 4.56 18479 1554.5
## - `1fa099bb01` 1 4.75 18479 1554.7
## - `435dec85e2` 1 4.90 18479 1554.9
## - `96c30c7eef` 1 5.36 18480 1555.3
## - `1f222e3669` 1 5.48 18480 1555.4
## - abca7a848f 1 6.23 18481 1556.1
## - c58f611921 1 6.36 18481 1556.2
## - ffd1cdcfc1 1 6.75 18481 1556.6
## - `04e7268385` 1 6.91 18481 1556.7
## - `789b5244a9` 1 7.14 18482 1556.9
## - ed7e658a27 1 7.42 18482 1557.2
## - `65aed7dc1f` 1 7.90 18482 1557.6
## - e7ee22effb 1 8.28 18483 1558.0
## - fe0318e273 1 8.91 18483 1558.5
## - `98475257f7` 1 9.07 18484 1558.7
## - ae08d2297e 1 9.81 18484 1559.4
## - `253eb5ef11` 1 12.97 18488 1562.3
## - `49756d8e0f` 1 16.58 18491 1565.6
## - f66b98dd69 1 17.26 18492 1566.2
## - `2719b72c0d` 1 17.80 18492 1566.7
## - `60ec1426ce` 1 22.63 18497 1571.2
## - `016399044a` 1 28.95 18504 1577.0
## - c0c3df65b1 1 33.40 18508 1581.0
## - f0a0febd35 1 44.79 18519 1591.5
## - `087235d61e` 1 45.08 18520 1591.7
## - `1f3058af83` 1 50.18 18525 1596.4
## - `2bc6ab42f7` 1 61.15 18536 1606.5
## - a14fd026ce 1 67.27 18542 1612.1
## - `87b982928b` 1 71.00 18546 1615.5
## - `7fe6cb4c98` 1 75.47 18550 1619.6
## - f013b60e50 1 93.51 18568 1636.1
## - `5f360995ef` 1 105.87 18580 1647.4
## - ea0f4a32e3 1 127.41 18602 1667.1
## - `174825d438` 1 140.00 18614 1678.5
## - `8c2e088a3d` 1 217.50 18692 1749.1
## - `8f5f7c556a` 1 219.61 18694 1751.0
## - `2d7fe4693a` 1 226.60 18701 1757.4
## - e0a0772df0 1 308.11 18783 1831.2
## - d2c775fa99 1 332.22 18807 1853.0
## - beb6e17af1 1 497.34 18972 2001.4
## - `5b862c0a8f` 1 509.43 18984 2012.2
## - `9a575e82a4_1` 1 545.73 19020 2044.7
## - `06888ceac9_1` 1 622.03 19096 2112.7
## - `6db53d265a` 1 652.74 19127 2139.9
## - e86a2190c1 1 758.19 19233 2233.3
## - aee1e4fc85 1 766.35 19241 2240.5
##
## Call:
## lm(formula = target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba +
## `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 +
## `8c2e088a3d` + `2d7fe4693a` + `174825d438` + `8f5f7c556a` +
## ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `1fa099bb01` + `435dec85e2` +
## `04e7268385` + e7ee22effb + `298ed82b22` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `1f222e3669` + `789b5244a9` + `2a457d15d9` +
## b4112a94a6 + `173b6590ae` + `3e200bf766` + c58f611921 + `7925993f42`,
## data = data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.5576 -0.6758 -0.1903 0.4113 5.2051
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 473.9021847650 32.3572739166 14.646 < 0.0000000000000002 ***
## `06888ceac9_1` -0.5562360592 0.0233044723 -23.868 < 0.0000000000000002 ***
## `384bec5dd1_1` -0.0492862357 0.0252550097 -1.952 0.05101 .
## `7cb7913148_4` 0.0911333387 0.0579473512 1.573 0.11581
## `9a575e82a4_1` -0.9246839634 0.0413609740 -22.356 < 0.0000000000000002 ***
## `2719b72c0d` -0.0004825548 0.0001195274 -4.037 0.000054333478106806 ***
## f66b98dd69 51.1278225067 12.8577411602 3.976 0.000070250403067282 ***
## aee1e4fc85 -0.6028765965 0.0227562564 -26.493 < 0.0000000000000002 ***
## `96c30c7eef` -1.3378191855 0.6035379902 -2.217 0.02666 *
## e86a2190c1 0.0000147783 0.0000005608 26.351 < 0.0000000000000002 ***
## ed7e658a27 0.0002173357 0.0000833737 2.607 0.00915 **
## `253eb5ef11` 0.4554372098 0.1321621881 3.446 0.00057 ***
## fe8cdd80ba 0.0059722468 0.0029215431 2.044 0.04095 *
## `6db53d265a` -0.0000135779 0.0000005553 -24.450 < 0.0000000000000002 ***
## `5b862c0a8f` 0.0024423428 0.0001130711 21.600 < 0.0000000000000002 ***
## beb6e17af1 -0.0000119011 0.0000005576 -21.342 < 0.0000000000000002 ***
## e0a0772df0 -0.4271817540 0.0254298133 -16.798 < 0.0000000000000002 ***
## d2c775fa99 -0.0027004999 0.0001548176 -17.443 < 0.0000000000000002 ***
## `8c2e088a3d` -0.0095857685 0.0006791806 -14.114 < 0.0000000000000002 ***
## `2d7fe4693a` -0.0444246334 0.0030837451 -14.406 < 0.0000000000000002 ***
## `174825d438` -0.0000062962 0.0000005560 -11.323 < 0.0000000000000002 ***
## `8f5f7c556a` 0.0031691041 0.0002234576 14.182 < 0.0000000000000002 ***
## ea0f4a32e3 -0.4491526880 0.0415796147 -10.802 < 0.0000000000000002 ***
## `5f360995ef` 0.0034366297 0.0003490033 9.847 < 0.0000000000000002 ***
## f013b60e50 0.4928243972 0.0532539960 9.254 < 0.0000000000000002 ***
## `7fe6cb4c98` 0.0071126935 0.0008555272 8.314 < 0.0000000000000002 ***
## `087235d61e` 0.0015618235 0.0002430642 6.426 0.000000000134893475 ***
## `87b982928b` 0.1987268467 0.0246440358 8.064 0.000000000000000788 ***
## a14fd026ce 0.0018220910 0.0002321416 7.849 0.000000000000004441 ***
## `2bc6ab42f7` -0.0004176366 0.0000558070 -7.484 0.000000000000075867 ***
## c0c3df65b1 0.0000030945 0.0000005595 5.531 0.000000032300686823 ***
## `016399044a` -0.0005125716 0.0000995405 -5.149 0.000000264284044161 ***
## `1f3058af83` -0.0002890490 0.0000426355 -6.780 0.000000000012454504 ***
## `136c1727c3` 0.0078754911 0.0039146136 2.012 0.04425 *
## `98475257f7` 0.0092304266 0.0032030703 2.882 0.00396 **
## `65aed7dc1f` 0.0005598465 0.0002081611 2.689 0.00716 **
## fe0318e273 -0.1409651431 0.0493486224 -2.857 0.00429 **
## `56371466d7` -0.0001397966 0.0000687067 -2.035 0.04190 *
## f0a0febd35 0.0008038335 0.0001255030 6.405 0.000000000154442084 ***
## `60ec1426ce` 0.1092111747 0.0239872772 4.553 0.000005328545792756 ***
## ae08d2297e -0.0000016638 0.0000005551 -2.997 0.00273 **
## bdf934caa7 0.0035509077 0.0019798213 1.794 0.07290 .
## ffd1cdcfc1 0.0103697673 0.0041693209 2.487 0.01289 *
## `49756d8e0f` 0.1306281607 0.0335217319 3.897 0.000097839310629697 ***
## `1fa099bb01` 0.0004702694 0.0002253874 2.086 0.03695 *
## `435dec85e2` -0.0657111633 0.0310263530 -2.118 0.03420 *
## `04e7268385` -0.0001069837 0.0000425371 -2.515 0.01191 *
## e7ee22effb -0.0008237145 0.0002990462 -2.754 0.00588 **
## `298ed82b22` -0.0695968429 0.0349736526 -1.990 0.04661 *
## abca7a848f 0.0000013304 0.0000005568 2.389 0.01690 *
## `29bbd86997` 3.4762064120 1.8322911280 1.897 0.05782 .
## e5efa4d39a -0.0000758735 0.0000414934 -1.829 0.06748 .
## `1f222e3669` 0.0023840304 0.0010641673 2.240 0.02509 *
## `789b5244a9` -1.7232723807 0.6740727724 -2.557 0.01058 *
## `2a457d15d9` -0.0004213940 0.0002478939 -1.700 0.08917 .
## b4112a94a6 -0.0048659251 0.0028375705 -1.715 0.08640 .
## `173b6590ae` -0.1000275837 0.0514675245 -1.944 0.05197 .
## `3e200bf766` -0.0000637626 0.0000408300 -1.562 0.11839
## c58f611921 -0.0001568785 0.0000650025 -2.413 0.01581 *
## `7925993f42` -0.0022339699 0.0011588922 -1.928 0.05391 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.045 on 16920 degrees of freedom
## Multiple R-squared: 0.3524, Adjusted R-squared: 0.3501
## F-statistic: 156 on 59 and 16920 DF, p-value: < 0.00000000000000022
## Start: AIC=-9107.03
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `435dec85e2` + d4d6566f9c +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + d035af6ffa + fbf66c8021 + `77b3b41efa` + fdf8628ca7 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `072b7e8f27` + a24802caa5 + `12eda2d982` + c58f611921 + `99d44111c9` +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + `779d13189e` +
## `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` +
## b709f75447 + `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff +
## `55cf3f7627` + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_5` 1 0.00 9006.4 -9109.0
## - fdf8628ca7 1 0.00 9006.4 -9109.0
## - `435dec85e2` 1 0.00 9006.4 -9109.0
## - d4d6566f9c 1 0.00 9006.4 -9109.0
## - `77b3b41efa` 1 0.01 9006.4 -9109.0
## - `7734c0c22f` 1 0.01 9006.4 -9109.0
## - b9a487ac3c 1 0.01 9006.4 -9109.0
## - d035af6ffa 1 0.02 9006.4 -9109.0
## - a24802caa5 1 0.03 9006.4 -9109.0
## - `2e874bc151` 1 0.03 9006.4 -9109.0
## - `4fc17427c8` 1 0.03 9006.4 -9109.0
## - `7cb7913148_1` 1 0.05 9006.5 -9108.9
## - `072b7e8f27` 1 0.06 9006.5 -9108.9
## - b709f75447 1 0.06 9006.5 -9108.9
## - `7743f273c2` 1 0.07 9006.5 -9108.9
## - `779d13189e` 1 0.08 9006.5 -9108.9
## - `7841b6a5b1` 1 0.10 9006.5 -9108.8
## - `6516422788` 1 0.11 9006.5 -9108.8
## - `2a457d15d9` 1 0.12 9006.5 -9108.8
## - e5efa4d39a 1 0.12 9006.5 -9108.8
## - `1f222e3669` 1 0.14 9006.6 -9108.8
## - `29bbd86997` 1 0.16 9006.6 -9108.7
## - `12eda2d982` 1 0.16 9006.6 -9108.7
## - e0a0772df0 1 0.16 9006.6 -9108.7
## - c58f611921 1 0.18 9006.6 -9108.7
## - `99d44111c9` 1 0.18 9006.6 -9108.7
## - `20f1afc5c7` 1 0.20 9006.6 -9108.7
## - ac826f0013 1 0.20 9006.6 -9108.7
## - `4468394575` 1 0.21 9006.6 -9108.7
## - `8311343404` 1 0.26 9006.7 -9108.6
## - `3df2300fa2` 1 0.28 9006.7 -9108.5
## - `7cb7913148_2` 1 0.31 9006.7 -9108.5
## - `7cb7913148_7` 1 0.32 9006.7 -9108.4
## - dcfcbc2ea1 1 0.33 9006.7 -9108.4
## - ee2ac696ff 1 0.38 9006.8 -9108.3
## - `96e6f0be58` 1 0.39 9006.8 -9108.3
## - `25bbf0e7e7` 1 0.47 9006.9 -9108.2
## - `55cf3f7627` 1 0.49 9006.9 -9108.2
## - `8a21502326` 1 0.52 9006.9 -9108.1
## - `0e2ab0831c` 1 0.56 9007.0 -9108.0
## - `9b6e0b36c2` 1 0.58 9007.0 -9108.0
## - `7cb7913148_3` 1 0.60 9007.0 -9108.0
## - fe8cdd80ba 1 0.91 9007.3 -9107.4
## - fbf66c8021 1 0.96 9007.4 -9107.3
## - `7cb7913148_4` 1 1.00 9007.4 -9107.2
## - `0342faceb5` 1 1.03 9007.4 -9107.2
## - `7cb7913148_6` 1 1.04 9007.4 -9107.2
## - `0b846350ef` 1 1.04 9007.4 -9107.2
## - aa69c802b6 1 1.06 9007.5 -9107.1
## - `7925993f42` 1 1.10 9007.5 -9107.1
## <none> 9006.4 -9107.0
## - `789b5244a9` 1 1.24 9007.6 -9106.8
## - ed7e658a27 1 1.27 9007.7 -9106.8
## - `2bc6ab42f7` 1 1.29 9007.7 -9106.7
## - ba54a2a637 1 1.33 9007.7 -9106.7
## - ffd1cdcfc1 1 1.48 9007.9 -9106.4
## - `55907cc1de` 1 1.69 9008.1 -9106.0
## - `63bcf89b1d` 1 1.76 9008.2 -9105.9
## - `56371466d7` 1 1.90 9008.3 -9105.6
## - `3e200bf766` 1 1.96 9008.4 -9105.5
## - `04e7268385` 1 1.97 9008.4 -9105.5
## - `173b6590ae` 1 2.09 9008.5 -9105.3
## - e7ee22effb 1 2.09 9008.5 -9105.3
## - `96c30c7eef` 1 2.22 9008.6 -9105.1
## - `3eb53ae932` 1 2.38 9008.8 -9104.8
## - c1b8ce2354 1 2.38 9008.8 -9104.8
## - bdf934caa7 1 2.39 9008.8 -9104.8
## - f66b98dd69 1 2.60 9009.0 -9104.4
## - `384bec5dd1_1` 1 2.68 9009.1 -9104.2
## - `2719b72c0d` 1 2.70 9009.1 -9104.2
## - `98475257f7` 1 2.76 9009.2 -9104.1
## - `298ed82b22` 1 3.32 9009.7 -9103.1
## - `136c1727c3` 1 3.40 9009.8 -9103.0
## - `1fa099bb01` 1 3.76 9010.2 -9102.3
## - ae08d2297e 1 3.98 9010.4 -9101.9
## - b4112a94a6 1 4.17 9010.6 -9101.6
## - `8de0382f02` 1 4.17 9010.6 -9101.6
## - abca7a848f 1 4.36 9010.8 -9101.2
## - fe0318e273 1 4.86 9011.3 -9100.3
## - `65aed7dc1f` 1 6.30 9012.7 -9097.8
## - `49756d8e0f` 1 8.85 9015.3 -9093.2
## - `253eb5ef11` 1 12.77 9019.2 -9086.3
## - `60ec1426ce` 1 14.22 9020.6 -9083.7
## - `016399044a` 1 18.68 9025.1 -9075.7
## - c0c3df65b1 1 19.71 9026.1 -9073.9
## - `1f3058af83` 1 20.25 9026.7 -9072.9
## - `087235d61e` 1 24.53 9030.9 -9065.3
## - f0a0febd35 1 25.57 9032.0 -9063.4
## - `7fe6cb4c98` 1 36.75 9043.2 -9043.6
## - `87b982928b` 1 47.48 9053.9 -9024.5
## - a14fd026ce 1 49.16 9055.6 -9021.5
## - `5f360995ef` 1 53.19 9059.6 -9014.4
## - f013b60e50 1 54.01 9060.4 -9012.9
## - ea0f4a32e3 1 71.88 9078.3 -8981.2
## - `174825d438` 1 87.69 9094.1 -8953.2
## - `2d7fe4693a` 1 118.94 9125.3 -8898.1
## - `8f5f7c556a` 1 125.66 9132.1 -8886.2
## - `8c2e088a3d` 1 126.25 9132.7 -8885.2
## - d2c775fa99 1 201.10 9207.5 -8753.9
## - beb6e17af1 1 284.23 9290.6 -8609.4
## - `5b862c0a8f` 1 298.01 9304.4 -8585.6
## - `9a575e82a4_1` 1 312.67 9319.1 -8560.3
## - `06888ceac9_1` 1 359.50 9365.9 -8479.7
## - `6db53d265a` 1 380.26 9386.7 -8444.1
## - e86a2190c1 1 388.26 9394.7 -8430.4
## - aee1e4fc85 1 445.92 9452.3 -8332.0
##
## Step: AIC=-9109.03
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## d035af6ffa + fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + `072b7e8f27` +
## a24802caa5 + `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 +
## `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff + `55cf3f7627` +
## `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - fdf8628ca7 1 0.00 9006.4 -9111.0
## - `435dec85e2` 1 0.00 9006.4 -9111.0
## - d4d6566f9c 1 0.00 9006.4 -9111.0
## - `77b3b41efa` 1 0.01 9006.4 -9111.0
## - `7734c0c22f` 1 0.01 9006.4 -9111.0
## - b9a487ac3c 1 0.01 9006.4 -9111.0
## - d035af6ffa 1 0.02 9006.4 -9111.0
## - a24802caa5 1 0.03 9006.4 -9111.0
## - `2e874bc151` 1 0.03 9006.4 -9111.0
## - `4fc17427c8` 1 0.03 9006.4 -9111.0
## - `7cb7913148_1` 1 0.05 9006.5 -9110.9
## - `072b7e8f27` 1 0.06 9006.5 -9110.9
## - b709f75447 1 0.06 9006.5 -9110.9
## - `7743f273c2` 1 0.07 9006.5 -9110.9
## - `779d13189e` 1 0.08 9006.5 -9110.9
## - `7841b6a5b1` 1 0.10 9006.5 -9110.8
## - `6516422788` 1 0.11 9006.5 -9110.8
## - `2a457d15d9` 1 0.12 9006.5 -9110.8
## - e5efa4d39a 1 0.12 9006.5 -9110.8
## - `1f222e3669` 1 0.14 9006.6 -9110.8
## - `29bbd86997` 1 0.16 9006.6 -9110.7
## - `12eda2d982` 1 0.16 9006.6 -9110.7
## - e0a0772df0 1 0.16 9006.6 -9110.7
## - c58f611921 1 0.18 9006.6 -9110.7
## - `99d44111c9` 1 0.18 9006.6 -9110.7
## - `20f1afc5c7` 1 0.20 9006.6 -9110.7
## - ac826f0013 1 0.20 9006.6 -9110.7
## - `4468394575` 1 0.21 9006.6 -9110.7
## - `8311343404` 1 0.26 9006.7 -9110.6
## - `3df2300fa2` 1 0.28 9006.7 -9110.5
## - `7cb7913148_2` 1 0.32 9006.7 -9110.5
## - `7cb7913148_7` 1 0.32 9006.7 -9110.4
## - dcfcbc2ea1 1 0.33 9006.7 -9110.4
## - ee2ac696ff 1 0.38 9006.8 -9110.3
## - `96e6f0be58` 1 0.39 9006.8 -9110.3
## - `25bbf0e7e7` 1 0.47 9006.9 -9110.2
## - `55cf3f7627` 1 0.49 9006.9 -9110.2
## - `8a21502326` 1 0.52 9006.9 -9110.1
## - `0e2ab0831c` 1 0.56 9007.0 -9110.0
## - `9b6e0b36c2` 1 0.58 9007.0 -9110.0
## - `7cb7913148_3` 1 0.60 9007.0 -9110.0
## - fe8cdd80ba 1 0.91 9007.3 -9109.4
## - fbf66c8021 1 0.96 9007.4 -9109.3
## - `7cb7913148_4` 1 1.00 9007.4 -9109.2
## - `0342faceb5` 1 1.03 9007.4 -9109.2
## - `7cb7913148_6` 1 1.04 9007.4 -9109.2
## - `0b846350ef` 1 1.04 9007.4 -9109.2
## - aa69c802b6 1 1.06 9007.5 -9109.1
## - `7925993f42` 1 1.10 9007.5 -9109.1
## <none> 9006.4 -9109.0
## - `789b5244a9` 1 1.24 9007.6 -9108.8
## - ed7e658a27 1 1.27 9007.7 -9108.8
## - `2bc6ab42f7` 1 1.29 9007.7 -9108.7
## - ba54a2a637 1 1.33 9007.7 -9108.7
## - ffd1cdcfc1 1 1.48 9007.9 -9108.4
## - `55907cc1de` 1 1.69 9008.1 -9108.0
## - `63bcf89b1d` 1 1.76 9008.2 -9107.9
## - `56371466d7` 1 1.90 9008.3 -9107.6
## - `3e200bf766` 1 1.96 9008.4 -9107.5
## - `04e7268385` 1 1.97 9008.4 -9107.5
## - `173b6590ae` 1 2.09 9008.5 -9107.3
## - e7ee22effb 1 2.09 9008.5 -9107.3
## - `96c30c7eef` 1 2.22 9008.6 -9107.1
## + `7cb7913148_5` 1 0.00 9006.4 -9107.0
## - `3eb53ae932` 1 2.38 9008.8 -9106.8
## - c1b8ce2354 1 2.38 9008.8 -9106.8
## - bdf934caa7 1 2.39 9008.8 -9106.8
## - f66b98dd69 1 2.60 9009.0 -9106.4
## - `384bec5dd1_1` 1 2.68 9009.1 -9106.2
## - `2719b72c0d` 1 2.70 9009.1 -9106.2
## - `98475257f7` 1 2.76 9009.2 -9106.1
## - `298ed82b22` 1 3.32 9009.7 -9105.1
## - `136c1727c3` 1 3.40 9009.8 -9105.0
## - `1fa099bb01` 1 3.76 9010.2 -9104.3
## - ae08d2297e 1 3.99 9010.4 -9103.9
## - b4112a94a6 1 4.17 9010.6 -9103.6
## - `8de0382f02` 1 4.17 9010.6 -9103.6
## - abca7a848f 1 4.36 9010.8 -9103.2
## - fe0318e273 1 4.86 9011.3 -9102.3
## - `65aed7dc1f` 1 6.30 9012.7 -9099.8
## - `49756d8e0f` 1 8.85 9015.3 -9095.2
## - `253eb5ef11` 1 12.77 9019.2 -9088.2
## - `60ec1426ce` 1 14.23 9020.6 -9085.6
## - `016399044a` 1 18.68 9025.1 -9077.7
## - c0c3df65b1 1 19.71 9026.1 -9075.9
## - `1f3058af83` 1 20.25 9026.7 -9074.9
## - `087235d61e` 1 24.53 9030.9 -9067.3
## - f0a0febd35 1 25.57 9032.0 -9065.4
## - `7fe6cb4c98` 1 36.75 9043.2 -9045.6
## - `87b982928b` 1 47.48 9053.9 -9026.5
## - a14fd026ce 1 49.16 9055.6 -9023.5
## - `5f360995ef` 1 53.19 9059.6 -9016.4
## - f013b60e50 1 54.02 9060.4 -9014.9
## - ea0f4a32e3 1 71.88 9078.3 -8983.2
## - `174825d438` 1 87.71 9094.1 -8955.2
## - `2d7fe4693a` 1 118.94 9125.4 -8900.1
## - `8f5f7c556a` 1 125.66 9132.1 -8888.2
## - `8c2e088a3d` 1 126.26 9132.7 -8887.2
## - d2c775fa99 1 201.11 9207.5 -8755.9
## - beb6e17af1 1 284.24 9290.6 -8611.4
## - `5b862c0a8f` 1 298.01 9304.4 -8587.6
## - `9a575e82a4_1` 1 312.67 9319.1 -8562.3
## - `06888ceac9_1` 1 359.54 9365.9 -8481.6
## - `6db53d265a` 1 380.28 9386.7 -8446.1
## - e86a2190c1 1 388.26 9394.7 -8432.4
## - aee1e4fc85 1 445.98 9452.4 -8333.9
##
## Step: AIC=-9111.03
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## d035af6ffa + fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + `072b7e8f27` + a24802caa5 +
## `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 +
## `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff + `55cf3f7627` +
## `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `435dec85e2` 1 0.00 9006.4 -9113.0
## - d4d6566f9c 1 0.00 9006.4 -9113.0
## - `77b3b41efa` 1 0.01 9006.4 -9113.0
## - `7734c0c22f` 1 0.01 9006.4 -9113.0
## - b9a487ac3c 1 0.01 9006.4 -9113.0
## - d035af6ffa 1 0.02 9006.4 -9113.0
## - a24802caa5 1 0.03 9006.4 -9113.0
## - `2e874bc151` 1 0.03 9006.4 -9113.0
## - `4fc17427c8` 1 0.03 9006.4 -9113.0
## - `7cb7913148_1` 1 0.05 9006.5 -9112.9
## - `072b7e8f27` 1 0.06 9006.5 -9112.9
## - b709f75447 1 0.06 9006.5 -9112.9
## - `7743f273c2` 1 0.07 9006.5 -9112.9
## - `779d13189e` 1 0.08 9006.5 -9112.9
## - `7841b6a5b1` 1 0.10 9006.5 -9112.8
## - `6516422788` 1 0.11 9006.5 -9112.8
## - `2a457d15d9` 1 0.12 9006.5 -9112.8
## - e5efa4d39a 1 0.12 9006.5 -9112.8
## - `1f222e3669` 1 0.14 9006.6 -9112.8
## - `29bbd86997` 1 0.16 9006.6 -9112.7
## - `12eda2d982` 1 0.16 9006.6 -9112.7
## - e0a0772df0 1 0.16 9006.6 -9112.7
## - c58f611921 1 0.18 9006.6 -9112.7
## - `99d44111c9` 1 0.18 9006.6 -9112.7
## - `20f1afc5c7` 1 0.20 9006.6 -9112.7
## - ac826f0013 1 0.20 9006.6 -9112.7
## - `4468394575` 1 0.21 9006.6 -9112.7
## - `8311343404` 1 0.26 9006.7 -9112.6
## - `3df2300fa2` 1 0.28 9006.7 -9112.5
## - `7cb7913148_2` 1 0.32 9006.7 -9112.5
## - `7cb7913148_7` 1 0.32 9006.7 -9112.4
## - dcfcbc2ea1 1 0.33 9006.7 -9112.4
## - ee2ac696ff 1 0.38 9006.8 -9112.3
## - `96e6f0be58` 1 0.39 9006.8 -9112.3
## - `25bbf0e7e7` 1 0.47 9006.9 -9112.2
## - `55cf3f7627` 1 0.49 9006.9 -9112.2
## - `8a21502326` 1 0.52 9006.9 -9112.1
## - `0e2ab0831c` 1 0.56 9007.0 -9112.0
## - `9b6e0b36c2` 1 0.58 9007.0 -9112.0
## - `7cb7913148_3` 1 0.60 9007.0 -9112.0
## - fe8cdd80ba 1 0.91 9007.3 -9111.4
## - fbf66c8021 1 0.96 9007.4 -9111.3
## - `7cb7913148_4` 1 1.00 9007.4 -9111.2
## - `0342faceb5` 1 1.03 9007.4 -9111.2
## - `7cb7913148_6` 1 1.04 9007.4 -9111.2
## - `0b846350ef` 1 1.04 9007.4 -9111.2
## - aa69c802b6 1 1.06 9007.5 -9111.1
## - `7925993f42` 1 1.10 9007.5 -9111.1
## <none> 9006.4 -9111.0
## - `789b5244a9` 1 1.24 9007.6 -9110.8
## - ed7e658a27 1 1.27 9007.7 -9110.8
## - `2bc6ab42f7` 1 1.29 9007.7 -9110.7
## - ba54a2a637 1 1.33 9007.7 -9110.7
## - ffd1cdcfc1 1 1.48 9007.9 -9110.4
## - `55907cc1de` 1 1.69 9008.1 -9110.0
## - `63bcf89b1d` 1 1.76 9008.2 -9109.9
## - `56371466d7` 1 1.90 9008.3 -9109.6
## - `3e200bf766` 1 1.96 9008.4 -9109.5
## - `04e7268385` 1 1.97 9008.4 -9109.5
## - `173b6590ae` 1 2.09 9008.5 -9109.3
## - e7ee22effb 1 2.09 9008.5 -9109.3
## - `96c30c7eef` 1 2.22 9008.6 -9109.1
## + fdf8628ca7 1 0.00 9006.4 -9109.0
## + `7cb7913148_5` 1 0.00 9006.4 -9109.0
## - `3eb53ae932` 1 2.38 9008.8 -9108.8
## - c1b8ce2354 1 2.38 9008.8 -9108.8
## - bdf934caa7 1 2.39 9008.8 -9108.8
## - f66b98dd69 1 2.60 9009.0 -9108.4
## - `384bec5dd1_1` 1 2.68 9009.1 -9108.2
## - `2719b72c0d` 1 2.70 9009.1 -9108.2
## - `98475257f7` 1 2.76 9009.2 -9108.1
## - `298ed82b22` 1 3.32 9009.7 -9107.1
## - `136c1727c3` 1 3.40 9009.8 -9107.0
## - `1fa099bb01` 1 3.76 9010.2 -9106.3
## - ae08d2297e 1 3.99 9010.4 -9105.9
## - b4112a94a6 1 4.17 9010.6 -9105.6
## - `8de0382f02` 1 4.17 9010.6 -9105.6
## - abca7a848f 1 4.36 9010.8 -9105.2
## - fe0318e273 1 4.86 9011.3 -9104.3
## - `65aed7dc1f` 1 6.30 9012.7 -9101.8
## - `49756d8e0f` 1 8.85 9015.3 -9097.2
## - `253eb5ef11` 1 12.77 9019.2 -9090.2
## - `60ec1426ce` 1 14.23 9020.6 -9087.6
## - `016399044a` 1 18.69 9025.1 -9079.7
## - c0c3df65b1 1 19.71 9026.1 -9077.9
## - `1f3058af83` 1 20.25 9026.7 -9076.9
## - `087235d61e` 1 24.53 9030.9 -9069.3
## - f0a0febd35 1 25.57 9032.0 -9067.4
## - `7fe6cb4c98` 1 36.75 9043.2 -9047.5
## - `87b982928b` 1 47.49 9053.9 -9028.5
## - a14fd026ce 1 49.17 9055.6 -9025.5
## - `5f360995ef` 1 53.19 9059.6 -9018.3
## - f013b60e50 1 54.02 9060.4 -9016.9
## - ea0f4a32e3 1 71.90 9078.3 -8985.2
## - `174825d438` 1 87.71 9094.1 -8957.2
## - `2d7fe4693a` 1 118.94 9125.4 -8902.1
## - `8f5f7c556a` 1 125.67 9132.1 -8890.2
## - `8c2e088a3d` 1 126.27 9132.7 -8889.2
## - d2c775fa99 1 201.14 9207.5 -8757.9
## - beb6e17af1 1 284.31 9290.7 -8613.3
## - `5b862c0a8f` 1 298.01 9304.4 -8589.6
## - `9a575e82a4_1` 1 312.67 9319.1 -8564.3
## - `06888ceac9_1` 1 359.54 9365.9 -8483.6
## - `6db53d265a` 1 380.29 9386.7 -8448.0
## - e86a2190c1 1 388.27 9394.7 -8434.4
## - aee1e4fc85 1 446.02 9452.4 -8335.9
##
## Step: AIC=-9113.02
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + `8311343404` +
## e7ee22effb + `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + d035af6ffa + fbf66c8021 +
## `77b3b41efa` + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `072b7e8f27` + a24802caa5 + `12eda2d982` +
## c58f611921 + `99d44111c9` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + `779d13189e` + `0342faceb5` + ac826f0013 +
## ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 + `4468394575` +
## `4fc17427c8` + b9a487ac3c + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `77b3b41efa` 1 0.01 9006.4 -9115.0
## - `7734c0c22f` 1 0.01 9006.4 -9115.0
## - b9a487ac3c 1 0.01 9006.4 -9115.0
## - d035af6ffa 1 0.02 9006.4 -9115.0
## - a24802caa5 1 0.03 9006.4 -9115.0
## - `4fc17427c8` 1 0.03 9006.4 -9115.0
## - `7cb7913148_1` 1 0.05 9006.5 -9114.9
## - `072b7e8f27` 1 0.06 9006.5 -9114.9
## - b709f75447 1 0.06 9006.5 -9114.9
## - `7743f273c2` 1 0.07 9006.5 -9114.9
## - `779d13189e` 1 0.08 9006.5 -9114.9
## - `7841b6a5b1` 1 0.10 9006.5 -9114.8
## - `6516422788` 1 0.11 9006.5 -9114.8
## - `2a457d15d9` 1 0.12 9006.5 -9114.8
## - e5efa4d39a 1 0.12 9006.5 -9114.8
## - `1f222e3669` 1 0.14 9006.6 -9114.8
## - `29bbd86997` 1 0.16 9006.6 -9114.7
## - `12eda2d982` 1 0.16 9006.6 -9114.7
## - e0a0772df0 1 0.16 9006.6 -9114.7
## - c58f611921 1 0.18 9006.6 -9114.7
## - `99d44111c9` 1 0.18 9006.6 -9114.7
## - `20f1afc5c7` 1 0.20 9006.6 -9114.7
## - ac826f0013 1 0.20 9006.6 -9114.7
## - `4468394575` 1 0.21 9006.6 -9114.6
## - `8311343404` 1 0.26 9006.7 -9114.6
## - `3df2300fa2` 1 0.28 9006.7 -9114.5
## - `7cb7913148_2` 1 0.32 9006.7 -9114.5
## - `7cb7913148_7` 1 0.32 9006.7 -9114.4
## - dcfcbc2ea1 1 0.34 9006.7 -9114.4
## - ee2ac696ff 1 0.38 9006.8 -9114.3
## - `96e6f0be58` 1 0.39 9006.8 -9114.3
## - `25bbf0e7e7` 1 0.47 9006.9 -9114.2
## - `55cf3f7627` 1 0.48 9006.9 -9114.2
## - `8a21502326` 1 0.52 9006.9 -9114.1
## - `0e2ab0831c` 1 0.56 9007.0 -9114.0
## - `9b6e0b36c2` 1 0.58 9007.0 -9114.0
## - `7cb7913148_3` 1 0.60 9007.0 -9113.9
## - `2e874bc151` 1 0.76 9007.2 -9113.7
## - fe8cdd80ba 1 0.91 9007.3 -9113.4
## - fbf66c8021 1 0.95 9007.4 -9113.3
## - `7cb7913148_4` 1 1.00 9007.4 -9113.2
## - `0342faceb5` 1 1.03 9007.4 -9113.2
## - `7cb7913148_6` 1 1.04 9007.5 -9113.2
## - `0b846350ef` 1 1.04 9007.5 -9113.2
## - aa69c802b6 1 1.06 9007.5 -9113.1
## - `7925993f42` 1 1.11 9007.5 -9113.0
## <none> 9006.4 -9113.0
## - `789b5244a9` 1 1.24 9007.7 -9112.8
## - ed7e658a27 1 1.27 9007.7 -9112.8
## - `2bc6ab42f7` 1 1.29 9007.7 -9112.7
## - ba54a2a637 1 1.33 9007.7 -9112.7
## - ffd1cdcfc1 1 1.48 9007.9 -9112.4
## - d4d6566f9c 1 1.57 9008.0 -9112.2
## - `55907cc1de` 1 1.69 9008.1 -9112.0
## - `63bcf89b1d` 1 1.76 9008.2 -9111.9
## - `56371466d7` 1 1.91 9008.3 -9111.6
## - `3e200bf766` 1 1.96 9008.4 -9111.5
## - `04e7268385` 1 1.97 9008.4 -9111.5
## - `173b6590ae` 1 2.09 9008.5 -9111.3
## - e7ee22effb 1 2.09 9008.5 -9111.3
## - `96c30c7eef` 1 2.22 9008.6 -9111.1
## + `435dec85e2` 1 0.00 9006.4 -9111.0
## + fdf8628ca7 1 0.00 9006.4 -9111.0
## + `7cb7913148_5` 1 0.00 9006.4 -9111.0
## - `3eb53ae932` 1 2.38 9008.8 -9110.8
## - c1b8ce2354 1 2.38 9008.8 -9110.8
## - bdf934caa7 1 2.39 9008.8 -9110.7
## - f66b98dd69 1 2.60 9009.0 -9110.4
## - `384bec5dd1_1` 1 2.68 9009.1 -9110.2
## - `2719b72c0d` 1 2.70 9009.1 -9110.2
## - `98475257f7` 1 2.76 9009.2 -9110.1
## - `298ed82b22` 1 3.32 9009.7 -9109.1
## - `136c1727c3` 1 3.40 9009.8 -9109.0
## - `1fa099bb01` 1 3.76 9010.2 -9108.3
## - ae08d2297e 1 3.98 9010.4 -9107.9
## - b4112a94a6 1 4.17 9010.6 -9107.6
## - `8de0382f02` 1 4.17 9010.6 -9107.6
## - abca7a848f 1 4.36 9010.8 -9107.2
## - fe0318e273 1 4.86 9011.3 -9106.3
## - `65aed7dc1f` 1 6.30 9012.7 -9103.8
## - `49756d8e0f` 1 8.85 9015.3 -9099.2
## - `253eb5ef11` 1 12.77 9019.2 -9092.2
## - `60ec1426ce` 1 14.24 9020.7 -9089.6
## - `016399044a` 1 18.69 9025.1 -9081.7
## - c0c3df65b1 1 19.71 9026.1 -9079.9
## - `1f3058af83` 1 20.26 9026.7 -9078.9
## - `087235d61e` 1 24.54 9031.0 -9071.3
## - f0a0febd35 1 25.57 9032.0 -9069.4
## - `7fe6cb4c98` 1 36.75 9043.2 -9049.5
## - `87b982928b` 1 47.48 9053.9 -9030.5
## - a14fd026ce 1 49.17 9055.6 -9027.5
## - `5f360995ef` 1 53.19 9059.6 -9020.3
## - f013b60e50 1 54.02 9060.4 -9018.9
## - ea0f4a32e3 1 71.92 9078.3 -8987.1
## - `174825d438` 1 87.71 9094.1 -8959.2
## - `2d7fe4693a` 1 118.97 9125.4 -8904.0
## - `8f5f7c556a` 1 125.70 9132.1 -8892.2
## - `8c2e088a3d` 1 126.27 9132.7 -8891.2
## - d2c775fa99 1 201.14 9207.5 -8759.9
## - beb6e17af1 1 284.31 9290.7 -8615.3
## - `5b862c0a8f` 1 298.03 9304.4 -8591.6
## - `9a575e82a4_1` 1 312.67 9319.1 -8566.3
## - `06888ceac9_1` 1 359.54 9366.0 -8485.6
## - `6db53d265a` 1 380.37 9386.8 -8449.9
## - e86a2190c1 1 388.29 9394.7 -8436.3
## - aee1e4fc85 1 446.04 9452.5 -8337.8
##
## Step: AIC=-9115.01
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + `8311343404` +
## e7ee22effb + `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + d035af6ffa + fbf66c8021 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `072b7e8f27` + a24802caa5 + `12eda2d982` + c58f611921 + `99d44111c9` +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + `779d13189e` +
## `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` +
## b709f75447 + `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff +
## `55cf3f7627` + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7734c0c22f` 1 0.01 9006.4 -9117.0
## - b9a487ac3c 1 0.01 9006.4 -9117.0
## - d035af6ffa 1 0.02 9006.4 -9117.0
## - a24802caa5 1 0.03 9006.4 -9117.0
## - `4fc17427c8` 1 0.03 9006.5 -9116.9
## - `7cb7913148_1` 1 0.05 9006.5 -9116.9
## - `072b7e8f27` 1 0.06 9006.5 -9116.9
## - b709f75447 1 0.06 9006.5 -9116.9
## - `7743f273c2` 1 0.07 9006.5 -9116.9
## - `779d13189e` 1 0.08 9006.5 -9116.9
## - `7841b6a5b1` 1 0.10 9006.5 -9116.8
## - `6516422788` 1 0.11 9006.5 -9116.8
## - `2a457d15d9` 1 0.12 9006.5 -9116.8
## - e5efa4d39a 1 0.12 9006.5 -9116.8
## - `1f222e3669` 1 0.14 9006.6 -9116.8
## - `29bbd86997` 1 0.16 9006.6 -9116.7
## - `12eda2d982` 1 0.16 9006.6 -9116.7
## - e0a0772df0 1 0.16 9006.6 -9116.7
## - c58f611921 1 0.18 9006.6 -9116.7
## - `99d44111c9` 1 0.18 9006.6 -9116.7
## - `20f1afc5c7` 1 0.20 9006.6 -9116.7
## - ac826f0013 1 0.20 9006.6 -9116.6
## - `4468394575` 1 0.21 9006.6 -9116.6
## - `8311343404` 1 0.26 9006.7 -9116.5
## - `3df2300fa2` 1 0.28 9006.7 -9116.5
## - `7cb7913148_2` 1 0.32 9006.7 -9116.4
## - `7cb7913148_7` 1 0.33 9006.7 -9116.4
## - dcfcbc2ea1 1 0.34 9006.8 -9116.4
## - ee2ac696ff 1 0.39 9006.8 -9116.3
## - `96e6f0be58` 1 0.39 9006.8 -9116.3
## - `25bbf0e7e7` 1 0.47 9006.9 -9116.2
## - `55cf3f7627` 1 0.48 9006.9 -9116.1
## - `8a21502326` 1 0.52 9006.9 -9116.1
## - `0e2ab0831c` 1 0.56 9007.0 -9116.0
## - `9b6e0b36c2` 1 0.58 9007.0 -9116.0
## - `7cb7913148_3` 1 0.60 9007.0 -9115.9
## - `2e874bc151` 1 0.76 9007.2 -9115.7
## - fe8cdd80ba 1 0.91 9007.3 -9115.4
## - fbf66c8021 1 0.95 9007.4 -9115.3
## - `7cb7913148_4` 1 1.00 9007.4 -9115.2
## - `0342faceb5` 1 1.03 9007.5 -9115.2
## - `7cb7913148_6` 1 1.04 9007.5 -9115.1
## - `0b846350ef` 1 1.04 9007.5 -9115.1
## - aa69c802b6 1 1.06 9007.5 -9115.1
## - `7925993f42` 1 1.11 9007.5 -9115.0
## <none> 9006.4 -9115.0
## - `789b5244a9` 1 1.24 9007.7 -9114.8
## - ed7e658a27 1 1.27 9007.7 -9114.7
## - `2bc6ab42f7` 1 1.29 9007.7 -9114.7
## - ba54a2a637 1 1.33 9007.8 -9114.6
## - ffd1cdcfc1 1 1.48 9007.9 -9114.4
## - d4d6566f9c 1 1.57 9008.0 -9114.2
## - `55907cc1de` 1 1.69 9008.1 -9114.0
## - `63bcf89b1d` 1 1.76 9008.2 -9113.9
## - `56371466d7` 1 1.90 9008.3 -9113.6
## - `3e200bf766` 1 1.96 9008.4 -9113.5
## - `04e7268385` 1 1.97 9008.4 -9113.5
## - `173b6590ae` 1 2.09 9008.5 -9113.3
## - e7ee22effb 1 2.09 9008.5 -9113.3
## - `96c30c7eef` 1 2.23 9008.6 -9113.0
## + `77b3b41efa` 1 0.01 9006.4 -9113.0
## + `435dec85e2` 1 0.00 9006.4 -9113.0
## + fdf8628ca7 1 0.00 9006.4 -9113.0
## + `7cb7913148_5` 1 0.00 9006.4 -9113.0
## - `3eb53ae932` 1 2.38 9008.8 -9112.8
## - c1b8ce2354 1 2.38 9008.8 -9112.8
## - bdf934caa7 1 2.39 9008.8 -9112.7
## - f66b98dd69 1 2.60 9009.0 -9112.4
## - `384bec5dd1_1` 1 2.68 9009.1 -9112.2
## - `2719b72c0d` 1 2.70 9009.1 -9112.2
## - `98475257f7` 1 2.76 9009.2 -9112.1
## - `298ed82b22` 1 3.32 9009.7 -9111.1
## - `136c1727c3` 1 3.39 9009.8 -9110.9
## - `1fa099bb01` 1 3.76 9010.2 -9110.3
## - ae08d2297e 1 3.98 9010.4 -9109.9
## - b4112a94a6 1 4.17 9010.6 -9109.6
## - `8de0382f02` 1 4.17 9010.6 -9109.6
## - abca7a848f 1 4.36 9010.8 -9109.2
## - fe0318e273 1 4.86 9011.3 -9108.3
## - `65aed7dc1f` 1 6.29 9012.7 -9105.8
## - `49756d8e0f` 1 8.85 9015.3 -9101.2
## - `253eb5ef11` 1 12.77 9019.2 -9094.2
## - `60ec1426ce` 1 14.24 9020.7 -9091.6
## - `016399044a` 1 18.70 9025.1 -9083.7
## - c0c3df65b1 1 19.72 9026.1 -9081.8
## - `1f3058af83` 1 20.27 9026.7 -9080.8
## - `087235d61e` 1 24.55 9031.0 -9073.2
## - f0a0febd35 1 25.58 9032.0 -9071.4
## - `7fe6cb4c98` 1 36.76 9043.2 -9051.5
## - `87b982928b` 1 47.48 9053.9 -9032.5
## - a14fd026ce 1 49.19 9055.6 -9029.4
## - `5f360995ef` 1 53.19 9059.6 -9022.3
## - f013b60e50 1 54.03 9060.4 -9020.8
## - ea0f4a32e3 1 71.92 9078.3 -8989.1
## - `174825d438` 1 87.72 9094.1 -8961.2
## - `2d7fe4693a` 1 118.99 9125.4 -8906.0
## - `8f5f7c556a` 1 125.69 9132.1 -8894.2
## - `8c2e088a3d` 1 126.26 9132.7 -8893.2
## - d2c775fa99 1 201.13 9207.6 -8761.9
## - beb6e17af1 1 284.36 9290.8 -8617.2
## - `5b862c0a8f` 1 298.02 9304.4 -8593.6
## - `9a575e82a4_1` 1 312.68 9319.1 -8568.3
## - `06888ceac9_1` 1 359.60 9366.0 -8487.5
## - `6db53d265a` 1 380.39 9386.8 -8451.9
## - e86a2190c1 1 388.30 9394.7 -8438.3
## - aee1e4fc85 1 446.03 9452.5 -8339.8
##
## Step: AIC=-9116.98
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + `8311343404` +
## e7ee22effb + `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + d035af6ffa + fbf66c8021 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `072b7e8f27` + a24802caa5 + `12eda2d982` + c58f611921 + `99d44111c9` +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + `779d13189e` +
## `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` + b709f75447 +
## `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff + `55cf3f7627` +
## `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - b9a487ac3c 1 0.01 9006.4 -9119.0
## - d035af6ffa 1 0.02 9006.5 -9119.0
## - a24802caa5 1 0.03 9006.5 -9118.9
## - `4fc17427c8` 1 0.03 9006.5 -9118.9
## - `7cb7913148_1` 1 0.05 9006.5 -9118.9
## - `072b7e8f27` 1 0.06 9006.5 -9118.9
## - b709f75447 1 0.06 9006.5 -9118.9
## - `7743f273c2` 1 0.07 9006.5 -9118.9
## - `779d13189e` 1 0.08 9006.5 -9118.8
## - `7841b6a5b1` 1 0.10 9006.5 -9118.8
## - `6516422788` 1 0.11 9006.5 -9118.8
## - `2a457d15d9` 1 0.12 9006.6 -9118.8
## - e5efa4d39a 1 0.12 9006.6 -9118.8
## - `1f222e3669` 1 0.14 9006.6 -9118.7
## - `29bbd86997` 1 0.16 9006.6 -9118.7
## - `12eda2d982` 1 0.16 9006.6 -9118.7
## - e0a0772df0 1 0.16 9006.6 -9118.7
## - c58f611921 1 0.18 9006.6 -9118.7
## - `99d44111c9` 1 0.18 9006.6 -9118.7
## - `20f1afc5c7` 1 0.20 9006.6 -9118.6
## - ac826f0013 1 0.20 9006.6 -9118.6
## - `4468394575` 1 0.21 9006.6 -9118.6
## - `8311343404` 1 0.26 9006.7 -9118.5
## - `3df2300fa2` 1 0.28 9006.7 -9118.5
## - `7cb7913148_2` 1 0.32 9006.8 -9118.4
## - `7cb7913148_7` 1 0.33 9006.8 -9118.4
## - dcfcbc2ea1 1 0.34 9006.8 -9118.4
## - ee2ac696ff 1 0.39 9006.8 -9118.3
## - `96e6f0be58` 1 0.39 9006.8 -9118.3
## - `25bbf0e7e7` 1 0.47 9006.9 -9118.2
## - `55cf3f7627` 1 0.48 9006.9 -9118.1
## - `8a21502326` 1 0.52 9007.0 -9118.1
## - `0e2ab0831c` 1 0.56 9007.0 -9118.0
## - `9b6e0b36c2` 1 0.58 9007.0 -9117.9
## - `7cb7913148_3` 1 0.60 9007.0 -9117.9
## - `2e874bc151` 1 0.76 9007.2 -9117.6
## - fe8cdd80ba 1 0.91 9007.3 -9117.4
## - fbf66c8021 1 0.96 9007.4 -9117.3
## - `7cb7913148_4` 1 1.00 9007.4 -9117.2
## - `0342faceb5` 1 1.03 9007.5 -9117.1
## - `7cb7913148_6` 1 1.04 9007.5 -9117.1
## - `0b846350ef` 1 1.04 9007.5 -9117.1
## - aa69c802b6 1 1.06 9007.5 -9117.1
## <none> 9006.4 -9117.0
## - `789b5244a9` 1 1.24 9007.7 -9116.8
## - ed7e658a27 1 1.27 9007.7 -9116.7
## - `2bc6ab42f7` 1 1.29 9007.7 -9116.7
## - ba54a2a637 1 1.33 9007.8 -9116.6
## - ffd1cdcfc1 1 1.48 9007.9 -9116.3
## - d4d6566f9c 1 1.58 9008.0 -9116.2
## - `55907cc1de` 1 1.69 9008.1 -9116.0
## - `63bcf89b1d` 1 1.76 9008.2 -9115.8
## - `7925993f42` 1 1.90 9008.3 -9115.6
## - `56371466d7` 1 1.90 9008.3 -9115.6
## - `3e200bf766` 1 1.96 9008.4 -9115.5
## - `04e7268385` 1 1.97 9008.4 -9115.5
## - `173b6590ae` 1 2.09 9008.5 -9115.3
## - e7ee22effb 1 2.09 9008.5 -9115.2
## - `96c30c7eef` 1 2.23 9008.7 -9115.0
## + `7734c0c22f` 1 0.01 9006.4 -9115.0
## + `77b3b41efa` 1 0.01 9006.4 -9115.0
## + `435dec85e2` 1 0.00 9006.4 -9115.0
## + fdf8628ca7 1 0.00 9006.4 -9115.0
## + `7cb7913148_5` 1 0.00 9006.4 -9115.0
## - `3eb53ae932` 1 2.38 9008.8 -9114.7
## - c1b8ce2354 1 2.38 9008.8 -9114.7
## - bdf934caa7 1 2.40 9008.8 -9114.7
## - f66b98dd69 1 2.60 9009.0 -9114.3
## - `384bec5dd1_1` 1 2.69 9009.1 -9114.2
## - `2719b72c0d` 1 2.70 9009.1 -9114.2
## - `98475257f7` 1 2.75 9009.2 -9114.1
## - `298ed82b22` 1 3.33 9009.8 -9113.0
## - `136c1727c3` 1 3.39 9009.8 -9112.9
## - `1fa099bb01` 1 3.77 9010.2 -9112.3
## - ae08d2297e 1 3.98 9010.4 -9111.9
## - b4112a94a6 1 4.17 9010.6 -9111.5
## - `8de0382f02` 1 4.17 9010.6 -9111.5
## - abca7a848f 1 4.37 9010.8 -9111.2
## - fe0318e273 1 4.87 9011.3 -9110.3
## - `65aed7dc1f` 1 6.29 9012.7 -9107.8
## - `49756d8e0f` 1 8.86 9015.3 -9103.2
## - `253eb5ef11` 1 12.78 9019.2 -9096.2
## - `60ec1426ce` 1 14.25 9020.7 -9093.6
## - `016399044a` 1 18.70 9025.1 -9085.6
## - c0c3df65b1 1 19.72 9026.2 -9083.8
## - `1f3058af83` 1 20.27 9026.7 -9082.8
## - `087235d61e` 1 24.56 9031.0 -9075.2
## - f0a0febd35 1 25.58 9032.0 -9073.4
## - `7fe6cb4c98` 1 36.76 9043.2 -9053.5
## - `87b982928b` 1 47.47 9053.9 -9034.5
## - a14fd026ce 1 49.19 9055.6 -9031.4
## - `5f360995ef` 1 53.21 9059.6 -9024.3
## - f013b60e50 1 54.02 9060.4 -9022.8
## - ea0f4a32e3 1 71.93 9078.4 -8991.1
## - `174825d438` 1 87.72 9094.2 -8963.1
## - `2d7fe4693a` 1 118.98 9125.4 -8908.0
## - `8f5f7c556a` 1 125.71 9132.1 -8896.1
## - `8c2e088a3d` 1 126.25 9132.7 -8895.2
## - d2c775fa99 1 201.13 9207.6 -8763.9
## - beb6e17af1 1 284.35 9290.8 -8619.2
## - `5b862c0a8f` 1 298.04 9304.5 -8595.5
## - `9a575e82a4_1` 1 312.67 9319.1 -8570.3
## - `06888ceac9_1` 1 359.58 9366.0 -8489.5
## - `6db53d265a` 1 380.42 9386.8 -8453.8
## - e86a2190c1 1 388.29 9394.7 -8440.3
## - aee1e4fc85 1 446.03 9452.5 -8341.8
##
## Step: AIC=-9118.96
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + `8311343404` +
## e7ee22effb + `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + d035af6ffa + fbf66c8021 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `072b7e8f27` + a24802caa5 + `12eda2d982` + c58f611921 + `99d44111c9` +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + `779d13189e` +
## `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` + b709f75447 +
## `4468394575` + `4fc17427c8` + ee2ac696ff + `55cf3f7627` +
## `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - d035af6ffa 1 0.02 9006.5 -9120.9
## - a24802caa5 1 0.03 9006.5 -9120.9
## - `4fc17427c8` 1 0.03 9006.5 -9120.9
## - `7cb7913148_1` 1 0.05 9006.5 -9120.9
## - `072b7e8f27` 1 0.06 9006.5 -9120.9
## - b709f75447 1 0.06 9006.5 -9120.8
## - `7743f273c2` 1 0.07 9006.5 -9120.8
## - `779d13189e` 1 0.08 9006.5 -9120.8
## - `7841b6a5b1` 1 0.10 9006.5 -9120.8
## - `6516422788` 1 0.11 9006.6 -9120.8
## - `2a457d15d9` 1 0.12 9006.6 -9120.7
## - e5efa4d39a 1 0.12 9006.6 -9120.7
## - `1f222e3669` 1 0.14 9006.6 -9120.7
## - `29bbd86997` 1 0.16 9006.6 -9120.7
## - `12eda2d982` 1 0.16 9006.6 -9120.7
## - e0a0772df0 1 0.16 9006.6 -9120.7
## - c58f611921 1 0.18 9006.6 -9120.6
## - `99d44111c9` 1 0.18 9006.6 -9120.6
## - `20f1afc5c7` 1 0.20 9006.6 -9120.6
## - ac826f0013 1 0.20 9006.6 -9120.6
## - `4468394575` 1 0.21 9006.7 -9120.6
## - `8311343404` 1 0.26 9006.7 -9120.5
## - `3df2300fa2` 1 0.28 9006.7 -9120.5
## - `7cb7913148_2` 1 0.32 9006.8 -9120.4
## - `7cb7913148_7` 1 0.33 9006.8 -9120.4
## - dcfcbc2ea1 1 0.34 9006.8 -9120.4
## - ee2ac696ff 1 0.39 9006.8 -9120.3
## - `96e6f0be58` 1 0.39 9006.8 -9120.3
## - `25bbf0e7e7` 1 0.47 9006.9 -9120.1
## - `55cf3f7627` 1 0.48 9006.9 -9120.1
## - `8a21502326` 1 0.52 9007.0 -9120.0
## - `0e2ab0831c` 1 0.56 9007.0 -9120.0
## - `9b6e0b36c2` 1 0.58 9007.0 -9119.9
## - `7cb7913148_3` 1 0.60 9007.0 -9119.9
## - `2e874bc151` 1 0.75 9007.2 -9119.6
## - fe8cdd80ba 1 0.91 9007.4 -9119.3
## - fbf66c8021 1 0.96 9007.4 -9119.3
## - `7cb7913148_4` 1 1.00 9007.4 -9119.2
## - `0342faceb5` 1 1.03 9007.5 -9119.1
## - `7cb7913148_6` 1 1.04 9007.5 -9119.1
## - `0b846350ef` 1 1.04 9007.5 -9119.1
## - aa69c802b6 1 1.06 9007.5 -9119.1
## <none> 9006.4 -9119.0
## - `789b5244a9` 1 1.24 9007.7 -9118.8
## - ed7e658a27 1 1.27 9007.7 -9118.7
## - `2bc6ab42f7` 1 1.30 9007.7 -9118.6
## - ba54a2a637 1 1.33 9007.8 -9118.6
## - ffd1cdcfc1 1 1.48 9007.9 -9118.3
## - d4d6566f9c 1 1.58 9008.0 -9118.1
## - `55907cc1de` 1 1.69 9008.1 -9118.0
## - `63bcf89b1d` 1 1.76 9008.2 -9117.8
## - `56371466d7` 1 1.90 9008.3 -9117.6
## - `7925993f42` 1 1.90 9008.3 -9117.6
## - `3e200bf766` 1 1.95 9008.4 -9117.5
## - `04e7268385` 1 1.97 9008.4 -9117.4
## - `173b6590ae` 1 2.09 9008.5 -9117.2
## - e7ee22effb 1 2.09 9008.5 -9117.2
## - `96c30c7eef` 1 2.23 9008.7 -9117.0
## + b9a487ac3c 1 0.01 9006.4 -9117.0
## + `7734c0c22f` 1 0.01 9006.4 -9117.0
## + `77b3b41efa` 1 0.01 9006.4 -9117.0
## + `435dec85e2` 1 0.00 9006.4 -9117.0
## + fdf8628ca7 1 0.00 9006.4 -9117.0
## + `7cb7913148_5` 1 0.00 9006.4 -9117.0
## - `3eb53ae932` 1 2.38 9008.8 -9116.7
## - c1b8ce2354 1 2.38 9008.8 -9116.7
## - bdf934caa7 1 2.40 9008.8 -9116.7
## - f66b98dd69 1 2.60 9009.1 -9116.3
## - `384bec5dd1_1` 1 2.68 9009.1 -9116.2
## - `2719b72c0d` 1 2.70 9009.1 -9116.1
## - `98475257f7` 1 2.76 9009.2 -9116.0
## - `298ed82b22` 1 3.33 9009.8 -9115.0
## - `136c1727c3` 1 3.39 9009.8 -9114.9
## - `1fa099bb01` 1 3.76 9010.2 -9114.3
## - ae08d2297e 1 3.98 9010.4 -9113.9
## - b4112a94a6 1 4.17 9010.6 -9113.5
## - `8de0382f02` 1 4.17 9010.6 -9113.5
## - abca7a848f 1 4.37 9010.8 -9113.2
## - fe0318e273 1 4.87 9011.3 -9112.3
## - `65aed7dc1f` 1 6.30 9012.7 -9109.7
## - `49756d8e0f` 1 8.86 9015.3 -9105.2
## - `253eb5ef11` 1 12.78 9019.2 -9098.2
## - `60ec1426ce` 1 14.24 9020.7 -9095.6
## - `016399044a` 1 18.69 9025.1 -9087.6
## - c0c3df65b1 1 19.73 9026.2 -9085.8
## - `1f3058af83` 1 20.28 9026.7 -9084.8
## - `087235d61e` 1 24.56 9031.0 -9077.2
## - f0a0febd35 1 25.57 9032.0 -9075.4
## - `7fe6cb4c98` 1 36.76 9043.2 -9055.5
## - `87b982928b` 1 47.48 9053.9 -9036.4
## - a14fd026ce 1 49.21 9055.7 -9033.4
## - `5f360995ef` 1 53.22 9059.7 -9026.2
## - f013b60e50 1 54.07 9060.5 -9024.7
## - ea0f4a32e3 1 71.94 9078.4 -8993.0
## - `174825d438` 1 87.71 9094.2 -8965.1
## - `2d7fe4693a` 1 118.99 9125.4 -8909.9
## - `8f5f7c556a` 1 125.72 9132.2 -8898.1
## - `8c2e088a3d` 1 126.25 9132.7 -8897.1
## - d2c775fa99 1 201.13 9207.6 -8765.8
## - beb6e17af1 1 284.35 9290.8 -8621.2
## - `5b862c0a8f` 1 298.02 9304.5 -8597.5
## - `9a575e82a4_1` 1 312.67 9319.1 -8572.2
## - `06888ceac9_1` 1 359.64 9366.1 -8491.4
## - `6db53d265a` 1 380.41 9386.9 -8455.8
## - e86a2190c1 1 388.45 9394.9 -8442.0
## - aee1e4fc85 1 446.02 9452.5 -8343.8
##
## Step: AIC=-9120.93
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + `8311343404` +
## e7ee22effb + `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + fbf66c8021 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + `072b7e8f27` +
## a24802caa5 + `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + b709f75447 + `4468394575` +
## `4fc17427c8` + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - a24802caa5 1 0.03 9006.5 -9122.9
## - `4fc17427c8` 1 0.03 9006.5 -9122.9
## - `7cb7913148_1` 1 0.05 9006.5 -9122.8
## - `072b7e8f27` 1 0.06 9006.5 -9122.8
## - b709f75447 1 0.06 9006.5 -9122.8
## - `7743f273c2` 1 0.07 9006.5 -9122.8
## - `779d13189e` 1 0.08 9006.5 -9122.8
## - `7841b6a5b1` 1 0.10 9006.6 -9122.8
## - `6516422788` 1 0.11 9006.6 -9122.7
## - `2a457d15d9` 1 0.12 9006.6 -9122.7
## - e5efa4d39a 1 0.12 9006.6 -9122.7
## - `29bbd86997` 1 0.16 9006.6 -9122.6
## - `12eda2d982` 1 0.16 9006.6 -9122.6
## - e0a0772df0 1 0.16 9006.6 -9122.6
## - c58f611921 1 0.18 9006.6 -9122.6
## - `99d44111c9` 1 0.18 9006.6 -9122.6
## - `20f1afc5c7` 1 0.20 9006.7 -9122.6
## - ac826f0013 1 0.20 9006.7 -9122.6
## - `4468394575` 1 0.21 9006.7 -9122.6
## - `8311343404` 1 0.26 9006.7 -9122.5
## - `3df2300fa2` 1 0.28 9006.7 -9122.4
## - `7cb7913148_2` 1 0.32 9006.8 -9122.4
## - `7cb7913148_7` 1 0.33 9006.8 -9122.4
## - dcfcbc2ea1 1 0.34 9006.8 -9122.3
## - ee2ac696ff 1 0.39 9006.8 -9122.2
## - `96e6f0be58` 1 0.39 9006.9 -9122.2
## - `25bbf0e7e7` 1 0.47 9006.9 -9122.1
## - `55cf3f7627` 1 0.48 9006.9 -9122.1
## - `8a21502326` 1 0.52 9007.0 -9122.0
## - `0e2ab0831c` 1 0.56 9007.0 -9121.9
## - `9b6e0b36c2` 1 0.58 9007.0 -9121.9
## - `7cb7913148_3` 1 0.60 9007.1 -9121.9
## - `2e874bc151` 1 0.75 9007.2 -9121.6
## - fe8cdd80ba 1 0.91 9007.4 -9121.3
## - fbf66c8021 1 0.96 9007.4 -9121.2
## - `7cb7913148_4` 1 1.00 9007.5 -9121.1
## - `0342faceb5` 1 1.03 9007.5 -9121.1
## - `7cb7913148_6` 1 1.04 9007.5 -9121.1
## - `0b846350ef` 1 1.04 9007.5 -9121.1
## - aa69c802b6 1 1.06 9007.5 -9121.0
## <none> 9006.5 -9120.9
## - `789b5244a9` 1 1.24 9007.7 -9120.7
## - ed7e658a27 1 1.27 9007.7 -9120.7
## - `2bc6ab42f7` 1 1.29 9007.8 -9120.6
## - ba54a2a637 1 1.33 9007.8 -9120.6
## - ffd1cdcfc1 1 1.48 9007.9 -9120.3
## - d4d6566f9c 1 1.57 9008.0 -9120.1
## - `55907cc1de` 1 1.69 9008.2 -9119.9
## - `63bcf89b1d` 1 1.76 9008.2 -9119.8
## - `56371466d7` 1 1.89 9008.4 -9119.5
## - `7925993f42` 1 1.90 9008.4 -9119.5
## - `3e200bf766` 1 1.95 9008.4 -9119.4
## - `04e7268385` 1 1.97 9008.4 -9119.4
## - `173b6590ae` 1 2.09 9008.6 -9119.2
## - e7ee22effb 1 2.09 9008.6 -9119.2
## + d035af6ffa 1 0.02 9006.4 -9119.0
## - `96c30c7eef` 1 2.23 9008.7 -9119.0
## + b9a487ac3c 1 0.01 9006.5 -9119.0
## + `7734c0c22f` 1 0.01 9006.5 -9119.0
## + `77b3b41efa` 1 0.01 9006.5 -9118.9
## + `435dec85e2` 1 0.00 9006.5 -9118.9
## + fdf8628ca7 1 0.00 9006.5 -9118.9
## + `7cb7913148_5` 1 0.00 9006.5 -9118.9
## - `3eb53ae932` 1 2.38 9008.8 -9118.7
## - c1b8ce2354 1 2.38 9008.8 -9118.7
## - bdf934caa7 1 2.40 9008.9 -9118.7
## - f66b98dd69 1 2.61 9009.1 -9118.3
## - `384bec5dd1_1` 1 2.68 9009.1 -9118.1
## - `2719b72c0d` 1 2.71 9009.2 -9118.1
## - `98475257f7` 1 2.76 9009.2 -9118.0
## - `298ed82b22` 1 3.33 9009.8 -9117.0
## - `136c1727c3` 1 3.40 9009.9 -9116.9
## - `1fa099bb01` 1 3.76 9010.2 -9116.2
## - ae08d2297e 1 3.97 9010.4 -9115.8
## - b4112a94a6 1 4.16 9010.6 -9115.5
## - `8de0382f02` 1 4.16 9010.6 -9115.5
## - `1f222e3669` 1 4.19 9010.7 -9115.5
## - abca7a848f 1 4.36 9010.8 -9115.2
## - fe0318e273 1 4.87 9011.3 -9114.2
## - `65aed7dc1f` 1 6.30 9012.8 -9111.7
## - `49756d8e0f` 1 8.86 9015.3 -9107.1
## - `253eb5ef11` 1 12.78 9019.2 -9100.1
## - `60ec1426ce` 1 14.25 9020.7 -9097.5
## - `016399044a` 1 18.69 9025.2 -9089.6
## - c0c3df65b1 1 19.73 9026.2 -9087.7
## - `1f3058af83` 1 20.29 9026.8 -9086.7
## - `087235d61e` 1 24.54 9031.0 -9079.2
## - f0a0febd35 1 25.57 9032.0 -9077.3
## - `7fe6cb4c98` 1 36.79 9043.2 -9057.4
## - `87b982928b` 1 47.49 9054.0 -9038.4
## - a14fd026ce 1 49.23 9055.7 -9035.3
## - `5f360995ef` 1 53.22 9059.7 -9028.2
## - f013b60e50 1 54.06 9060.5 -9026.7
## - ea0f4a32e3 1 71.92 9078.4 -8995.0
## - `174825d438` 1 87.71 9094.2 -8967.1
## - `2d7fe4693a` 1 119.01 9125.5 -8911.9
## - `8f5f7c556a` 1 125.72 9132.2 -8900.0
## - `8c2e088a3d` 1 126.23 9132.7 -8899.1
## - d2c775fa99 1 201.15 9207.6 -8767.8
## - beb6e17af1 1 284.33 9290.8 -8623.2
## - `5b862c0a8f` 1 298.03 9304.5 -8599.5
## - `9a575e82a4_1` 1 312.67 9319.1 -8574.2
## - `06888ceac9_1` 1 359.67 9366.1 -8493.3
## - `6db53d265a` 1 380.48 9386.9 -8457.6
## - e86a2190c1 1 388.51 9395.0 -8443.9
## - aee1e4fc85 1 446.12 9452.6 -8345.6
##
## Step: AIC=-9122.88
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + `8311343404` +
## e7ee22effb + `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + fbf66c8021 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + `072b7e8f27` +
## `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + b709f75447 + `4468394575` +
## `4fc17427c8` + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `4fc17427c8` 1 0.03 9006.5 -9124.8
## - `7cb7913148_1` 1 0.05 9006.5 -9124.8
## - `072b7e8f27` 1 0.06 9006.6 -9124.8
## - b709f75447 1 0.06 9006.6 -9124.8
## - `7743f273c2` 1 0.07 9006.6 -9124.8
## - `779d13189e` 1 0.08 9006.6 -9124.7
## - `7841b6a5b1` 1 0.10 9006.6 -9124.7
## - `6516422788` 1 0.11 9006.6 -9124.7
## - `2a457d15d9` 1 0.12 9006.6 -9124.7
## - e5efa4d39a 1 0.12 9006.6 -9124.7
## - `29bbd86997` 1 0.16 9006.6 -9124.6
## - `12eda2d982` 1 0.16 9006.7 -9124.6
## - e0a0772df0 1 0.16 9006.7 -9124.6
## - c58f611921 1 0.18 9006.7 -9124.6
## - `99d44111c9` 1 0.18 9006.7 -9124.6
## - `20f1afc5c7` 1 0.20 9006.7 -9124.5
## - ac826f0013 1 0.20 9006.7 -9124.5
## - `4468394575` 1 0.21 9006.7 -9124.5
## - `8311343404` 1 0.26 9006.7 -9124.4
## - `3df2300fa2` 1 0.28 9006.8 -9124.4
## - `7cb7913148_2` 1 0.31 9006.8 -9124.3
## - `7cb7913148_7` 1 0.33 9006.8 -9124.3
## - dcfcbc2ea1 1 0.34 9006.8 -9124.3
## - `96e6f0be58` 1 0.39 9006.9 -9124.2
## - ee2ac696ff 1 0.39 9006.9 -9124.2
## - `25bbf0e7e7` 1 0.47 9007.0 -9124.0
## - `55cf3f7627` 1 0.48 9007.0 -9124.0
## - `8a21502326` 1 0.52 9007.0 -9124.0
## - `0e2ab0831c` 1 0.56 9007.1 -9123.9
## - `9b6e0b36c2` 1 0.58 9007.1 -9123.9
## - `7cb7913148_3` 1 0.60 9007.1 -9123.8
## - `2e874bc151` 1 0.76 9007.2 -9123.5
## - fe8cdd80ba 1 0.91 9007.4 -9123.3
## - fbf66c8021 1 0.96 9007.5 -9123.2
## - `7cb7913148_4` 1 1.00 9007.5 -9123.1
## - `0342faceb5` 1 1.03 9007.5 -9123.0
## - `0b846350ef` 1 1.04 9007.5 -9123.0
## - `7cb7913148_6` 1 1.04 9007.5 -9123.0
## - aa69c802b6 1 1.06 9007.6 -9123.0
## <none> 9006.5 -9122.9
## - `789b5244a9` 1 1.24 9007.7 -9122.7
## - ed7e658a27 1 1.27 9007.8 -9122.6
## - `2bc6ab42f7` 1 1.30 9007.8 -9122.6
## - ba54a2a637 1 1.33 9007.8 -9122.5
## - ffd1cdcfc1 1 1.48 9008.0 -9122.2
## - d4d6566f9c 1 1.57 9008.1 -9122.1
## - `55907cc1de` 1 1.69 9008.2 -9121.9
## - `63bcf89b1d` 1 1.76 9008.3 -9121.7
## - `7925993f42` 1 1.89 9008.4 -9121.5
## - `56371466d7` 1 1.90 9008.4 -9121.5
## - `3e200bf766` 1 1.96 9008.4 -9121.4
## - `04e7268385` 1 1.97 9008.5 -9121.4
## - e7ee22effb 1 2.08 9008.6 -9121.2
## - `173b6590ae` 1 2.09 9008.6 -9121.1
## + a24802caa5 1 0.03 9006.5 -9120.9
## + d035af6ffa 1 0.02 9006.5 -9120.9
## + b9a487ac3c 1 0.01 9006.5 -9120.9
## + `7734c0c22f` 1 0.01 9006.5 -9120.9
## - `96c30c7eef` 1 2.23 9008.7 -9120.9
## + `77b3b41efa` 1 0.01 9006.5 -9120.9
## + `435dec85e2` 1 0.00 9006.5 -9120.9
## + fdf8628ca7 1 0.00 9006.5 -9120.9
## + `7cb7913148_5` 1 0.00 9006.5 -9120.9
## - `3eb53ae932` 1 2.38 9008.9 -9120.6
## - c1b8ce2354 1 2.38 9008.9 -9120.6
## - bdf934caa7 1 2.40 9008.9 -9120.6
## - f66b98dd69 1 2.61 9009.1 -9120.2
## - `384bec5dd1_1` 1 2.68 9009.2 -9120.1
## - `2719b72c0d` 1 2.71 9009.2 -9120.1
## - `98475257f7` 1 2.76 9009.3 -9120.0
## - `298ed82b22` 1 3.34 9009.8 -9118.9
## - `136c1727c3` 1 3.38 9009.9 -9118.8
## - `1fa099bb01` 1 3.77 9010.3 -9118.2
## - ae08d2297e 1 3.98 9010.5 -9117.8
## - b4112a94a6 1 4.16 9010.7 -9117.5
## - `8de0382f02` 1 4.17 9010.7 -9117.4
## - `1f222e3669` 1 4.19 9010.7 -9117.4
## - abca7a848f 1 4.35 9010.8 -9117.1
## - fe0318e273 1 4.87 9011.4 -9116.2
## - `65aed7dc1f` 1 6.30 9012.8 -9113.6
## - `49756d8e0f` 1 8.86 9015.3 -9109.1
## - `253eb5ef11` 1 12.78 9019.3 -9102.1
## - `60ec1426ce` 1 14.26 9020.8 -9099.4
## - `016399044a` 1 18.70 9025.2 -9091.5
## - c0c3df65b1 1 19.73 9026.2 -9089.7
## - `1f3058af83` 1 20.30 9026.8 -9088.7
## - `087235d61e` 1 24.54 9031.0 -9081.1
## - f0a0febd35 1 25.56 9032.1 -9079.3
## - `7fe6cb4c98` 1 36.79 9043.3 -9059.3
## - `87b982928b` 1 47.50 9054.0 -9040.3
## - a14fd026ce 1 49.22 9055.7 -9037.3
## - `5f360995ef` 1 53.20 9059.7 -9030.2
## - f013b60e50 1 54.06 9060.5 -9028.7
## - ea0f4a32e3 1 71.94 9078.4 -8997.0
## - `174825d438` 1 87.72 9094.2 -8969.0
## - `2d7fe4693a` 1 118.99 9125.5 -8913.8
## - `8f5f7c556a` 1 125.70 9132.2 -8902.0
## - `8c2e088a3d` 1 126.25 9132.7 -8901.1
## - d2c775fa99 1 201.14 9207.6 -8769.7
## - beb6e17af1 1 284.34 9290.8 -8625.1
## - `5b862c0a8f` 1 298.21 9304.7 -8601.1
## - `9a575e82a4_1` 1 312.66 9319.2 -8576.2
## - `06888ceac9_1` 1 359.68 9366.2 -8495.2
## - `6db53d265a` 1 380.48 9387.0 -8459.6
## - e86a2190c1 1 388.59 9395.1 -8445.7
## - aee1e4fc85 1 446.10 9452.6 -8347.6
##
## Step: AIC=-9124.83
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + `8311343404` +
## e7ee22effb + `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + fbf66c8021 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + `072b7e8f27` +
## `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + b709f75447 + `4468394575` +
## ee2ac696ff + `55cf3f7627` + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_1` 1 0.05 9006.6 -9126.7
## - `072b7e8f27` 1 0.06 9006.6 -9126.7
## - b709f75447 1 0.06 9006.6 -9126.7
## - `7743f273c2` 1 0.07 9006.6 -9126.7
## - `779d13189e` 1 0.08 9006.6 -9126.7
## - `7841b6a5b1` 1 0.10 9006.6 -9126.6
## - `6516422788` 1 0.11 9006.6 -9126.6
## - `2a457d15d9` 1 0.12 9006.6 -9126.6
## - e5efa4d39a 1 0.12 9006.6 -9126.6
## - `29bbd86997` 1 0.16 9006.7 -9126.5
## - `12eda2d982` 1 0.16 9006.7 -9126.5
## - e0a0772df0 1 0.16 9006.7 -9126.5
## - c58f611921 1 0.18 9006.7 -9126.5
## - `99d44111c9` 1 0.18 9006.7 -9126.5
## - `20f1afc5c7` 1 0.20 9006.7 -9126.5
## - ac826f0013 1 0.20 9006.7 -9126.5
## - `4468394575` 1 0.21 9006.7 -9126.5
## - `8311343404` 1 0.26 9006.8 -9126.4
## - `3df2300fa2` 1 0.28 9006.8 -9126.3
## - `7cb7913148_2` 1 0.31 9006.8 -9126.3
## - `7cb7913148_7` 1 0.33 9006.8 -9126.2
## - dcfcbc2ea1 1 0.33 9006.9 -9126.2
## - ee2ac696ff 1 0.39 9006.9 -9126.1
## - `96e6f0be58` 1 0.39 9006.9 -9126.1
## - `25bbf0e7e7` 1 0.47 9007.0 -9126.0
## - `55cf3f7627` 1 0.48 9007.0 -9126.0
## - `8a21502326` 1 0.52 9007.0 -9125.9
## - `0e2ab0831c` 1 0.56 9007.1 -9125.8
## - `9b6e0b36c2` 1 0.58 9007.1 -9125.8
## - `7cb7913148_3` 1 0.60 9007.1 -9125.8
## - `2e874bc151` 1 0.76 9007.3 -9125.5
## - fe8cdd80ba 1 0.91 9007.4 -9125.2
## - fbf66c8021 1 0.96 9007.5 -9125.1
## - `7cb7913148_4` 1 1.00 9007.5 -9125.0
## - `0342faceb5` 1 1.02 9007.5 -9125.0
## - `7cb7913148_6` 1 1.04 9007.6 -9125.0
## - `0b846350ef` 1 1.04 9007.6 -9125.0
## - aa69c802b6 1 1.06 9007.6 -9124.9
## <none> 9006.5 -9124.8
## - `789b5244a9` 1 1.23 9007.8 -9124.6
## - ed7e658a27 1 1.27 9007.8 -9124.6
## - `2bc6ab42f7` 1 1.30 9007.8 -9124.5
## - ba54a2a637 1 1.33 9007.9 -9124.5
## - ffd1cdcfc1 1 1.48 9008.0 -9124.2
## - d4d6566f9c 1 1.58 9008.1 -9124.0
## - `55907cc1de` 1 1.69 9008.2 -9123.8
## - `63bcf89b1d` 1 1.77 9008.3 -9123.7
## - `7925993f42` 1 1.89 9008.4 -9123.5
## - `56371466d7` 1 1.90 9008.4 -9123.4
## - `3e200bf766` 1 1.96 9008.5 -9123.3
## - `04e7268385` 1 1.96 9008.5 -9123.3
## - e7ee22effb 1 2.09 9008.6 -9123.1
## - `173b6590ae` 1 2.09 9008.6 -9123.1
## + `4fc17427c8` 1 0.03 9006.5 -9122.9
## + a24802caa5 1 0.03 9006.5 -9122.9
## + d035af6ffa 1 0.02 9006.5 -9122.9
## + b9a487ac3c 1 0.01 9006.5 -9122.8
## + `7734c0c22f` 1 0.01 9006.5 -9122.8
## + `77b3b41efa` 1 0.01 9006.5 -9122.8
## - `96c30c7eef` 1 2.23 9008.8 -9122.8
## + `435dec85e2` 1 0.00 9006.5 -9122.8
## + fdf8628ca7 1 0.00 9006.5 -9122.8
## + `7cb7913148_5` 1 0.00 9006.5 -9122.8
## - `3eb53ae932` 1 2.38 9008.9 -9122.6
## - c1b8ce2354 1 2.38 9008.9 -9122.6
## - bdf934caa7 1 2.40 9008.9 -9122.6
## - f66b98dd69 1 2.61 9009.1 -9122.2
## - `384bec5dd1_1` 1 2.69 9009.2 -9122.0
## - `2719b72c0d` 1 2.70 9009.2 -9122.0
## - `98475257f7` 1 2.76 9009.3 -9121.9
## - `298ed82b22` 1 3.34 9009.9 -9120.9
## - `136c1727c3` 1 3.38 9009.9 -9120.8
## - `1fa099bb01` 1 3.77 9010.3 -9120.1
## - ae08d2297e 1 3.98 9010.5 -9119.7
## - b4112a94a6 1 4.16 9010.7 -9119.4
## - `8de0382f02` 1 4.16 9010.7 -9119.4
## - `1f222e3669` 1 4.19 9010.7 -9119.3
## - abca7a848f 1 4.37 9010.9 -9119.0
## - fe0318e273 1 4.87 9011.4 -9118.1
## - `65aed7dc1f` 1 6.30 9012.8 -9115.6
## - `49756d8e0f` 1 8.85 9015.4 -9111.0
## - `253eb5ef11` 1 12.77 9019.3 -9104.1
## - `60ec1426ce` 1 14.27 9020.8 -9101.4
## - `016399044a` 1 18.71 9025.2 -9093.5
## - c0c3df65b1 1 19.74 9026.3 -9091.6
## - `1f3058af83` 1 20.31 9026.8 -9090.6
## - `087235d61e` 1 24.53 9031.1 -9083.1
## - f0a0febd35 1 25.55 9032.1 -9081.3
## - `7fe6cb4c98` 1 36.80 9043.3 -9061.3
## - `87b982928b` 1 47.50 9054.0 -9042.3
## - a14fd026ce 1 49.23 9055.7 -9039.2
## - `5f360995ef` 1 53.19 9059.7 -9032.2
## - f013b60e50 1 54.04 9060.6 -9030.6
## - ea0f4a32e3 1 71.92 9078.4 -8998.9
## - `174825d438` 1 87.74 9094.3 -8970.9
## - `2d7fe4693a` 1 118.99 9125.5 -8915.8
## - `8f5f7c556a` 1 125.70 9132.2 -8904.0
## - `8c2e088a3d` 1 126.23 9132.8 -8903.0
## - d2c775fa99 1 201.12 9207.6 -8771.7
## - beb6e17af1 1 284.36 9290.9 -8627.0
## - `5b862c0a8f` 1 298.19 9304.7 -8603.1
## - `9a575e82a4_1` 1 312.63 9319.2 -8578.2
## - `06888ceac9_1` 1 359.71 9366.2 -8497.1
## - `6db53d265a` 1 380.54 9387.1 -8461.4
## - e86a2190c1 1 388.56 9395.1 -8447.7
## - aee1e4fc85 1 446.08 9452.6 -8349.6
##
## Step: AIC=-9126.74
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_3` +
## `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 +
## `8c2e088a3d` + `2d7fe4693a` + `174825d438` + `8f5f7c556a` +
## ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `072b7e8f27` + `12eda2d982` + c58f611921 + `99d44111c9` +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + `779d13189e` +
## `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` + b709f75447 +
## `4468394575` + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `072b7e8f27` 1 0.06 9006.6 -9128.6
## - b709f75447 1 0.06 9006.6 -9128.6
## - `7743f273c2` 1 0.07 9006.6 -9128.6
## - `779d13189e` 1 0.08 9006.7 -9128.6
## - `7841b6a5b1` 1 0.10 9006.7 -9128.6
## - `6516422788` 1 0.11 9006.7 -9128.5
## - `2a457d15d9` 1 0.12 9006.7 -9128.5
## - e5efa4d39a 1 0.12 9006.7 -9128.5
## - `29bbd86997` 1 0.16 9006.7 -9128.5
## - `12eda2d982` 1 0.16 9006.7 -9128.5
## - e0a0772df0 1 0.16 9006.7 -9128.5
## - c58f611921 1 0.18 9006.8 -9128.4
## - `99d44111c9` 1 0.18 9006.8 -9128.4
## - `20f1afc5c7` 1 0.20 9006.8 -9128.4
## - ac826f0013 1 0.20 9006.8 -9128.4
## - `4468394575` 1 0.20 9006.8 -9128.4
## - `8311343404` 1 0.26 9006.8 -9128.3
## - `7cb7913148_2` 1 0.26 9006.8 -9128.3
## - `3df2300fa2` 1 0.28 9006.8 -9128.2
## - `7cb7913148_7` 1 0.33 9006.9 -9128.2
## - dcfcbc2ea1 1 0.33 9006.9 -9128.1
## - ee2ac696ff 1 0.38 9007.0 -9128.1
## - `96e6f0be58` 1 0.38 9007.0 -9128.1
## - `25bbf0e7e7` 1 0.47 9007.0 -9127.9
## - `55cf3f7627` 1 0.48 9007.0 -9127.9
## - `8a21502326` 1 0.52 9007.1 -9127.8
## - `0e2ab0831c` 1 0.56 9007.1 -9127.7
## - `9b6e0b36c2` 1 0.58 9007.2 -9127.7
## - `2e874bc151` 1 0.75 9007.3 -9127.4
## - `7cb7913148_3` 1 0.78 9007.4 -9127.3
## - fe8cdd80ba 1 0.91 9007.5 -9127.1
## - `7cb7913148_4` 1 0.96 9007.5 -9127.0
## - fbf66c8021 1 0.96 9007.5 -9127.0
## - `0342faceb5` 1 1.02 9007.6 -9126.9
## - `7cb7913148_6` 1 1.03 9007.6 -9126.9
## - `0b846350ef` 1 1.04 9007.6 -9126.9
## - aa69c802b6 1 1.06 9007.6 -9126.8
## <none> 9006.6 -9126.7
## - `789b5244a9` 1 1.24 9007.8 -9126.5
## - ed7e658a27 1 1.27 9007.8 -9126.5
## - `2bc6ab42f7` 1 1.30 9007.9 -9126.4
## - ba54a2a637 1 1.32 9007.9 -9126.4
## - ffd1cdcfc1 1 1.48 9008.1 -9126.1
## - d4d6566f9c 1 1.57 9008.1 -9125.9
## - `55907cc1de` 1 1.69 9008.3 -9125.7
## - `63bcf89b1d` 1 1.78 9008.4 -9125.6
## - `7925993f42` 1 1.89 9008.5 -9125.4
## - `56371466d7` 1 1.90 9008.5 -9125.3
## - `3e200bf766` 1 1.95 9008.5 -9125.3
## - `04e7268385` 1 1.96 9008.5 -9125.2
## - `173b6590ae` 1 2.08 9008.7 -9125.0
## - e7ee22effb 1 2.10 9008.7 -9125.0
## + `7cb7913148_1` 1 0.05 9006.5 -9124.8
## + `4fc17427c8` 1 0.03 9006.5 -9124.8
## + a24802caa5 1 0.03 9006.5 -9124.8
## + d035af6ffa 1 0.02 9006.6 -9124.8
## + b9a487ac3c 1 0.01 9006.6 -9124.8
## + `7734c0c22f` 1 0.01 9006.6 -9124.8
## + `77b3b41efa` 1 0.01 9006.6 -9124.8
## + `435dec85e2` 1 0.00 9006.6 -9124.7
## - `96c30c7eef` 1 2.24 9008.8 -9124.7
## + `7cb7913148_5` 1 0.00 9006.6 -9124.7
## + fdf8628ca7 1 0.00 9006.6 -9124.7
## - `3eb53ae932` 1 2.37 9008.9 -9124.5
## - c1b8ce2354 1 2.37 9008.9 -9124.5
## - bdf934caa7 1 2.39 9009.0 -9124.5
## - f66b98dd69 1 2.61 9009.2 -9124.1
## - `384bec5dd1_1` 1 2.69 9009.3 -9123.9
## - `2719b72c0d` 1 2.71 9009.3 -9123.9
## - `98475257f7` 1 2.75 9009.3 -9123.8
## - `298ed82b22` 1 3.35 9009.9 -9122.8
## - `136c1727c3` 1 3.38 9010.0 -9122.7
## - `1fa099bb01` 1 3.79 9010.4 -9122.0
## - ae08d2297e 1 3.99 9010.6 -9121.6
## - b4112a94a6 1 4.17 9010.7 -9121.3
## - `8de0382f02` 1 4.17 9010.7 -9121.3
## - `1f222e3669` 1 4.21 9010.8 -9121.2
## - abca7a848f 1 4.37 9010.9 -9120.9
## - fe0318e273 1 4.86 9011.4 -9120.1
## - `65aed7dc1f` 1 6.30 9012.9 -9117.5
## - `49756d8e0f` 1 8.84 9015.4 -9113.0
## - `253eb5ef11` 1 12.76 9019.3 -9106.0
## - `60ec1426ce` 1 14.27 9020.8 -9103.3
## - `016399044a` 1 18.69 9025.3 -9095.4
## - c0c3df65b1 1 19.76 9026.3 -9093.5
## - `1f3058af83` 1 20.31 9026.9 -9092.5
## - `087235d61e` 1 24.55 9031.1 -9085.0
## - f0a0febd35 1 25.54 9032.1 -9083.2
## - `7fe6cb4c98` 1 36.76 9043.3 -9063.2
## - `87b982928b` 1 47.52 9054.1 -9044.1
## - a14fd026ce 1 49.30 9055.9 -9041.0
## - `5f360995ef` 1 53.26 9059.8 -9033.9
## - f013b60e50 1 54.03 9060.6 -9032.6
## - ea0f4a32e3 1 71.96 9078.5 -9000.8
## - `174825d438` 1 87.74 9094.3 -8972.9
## - `2d7fe4693a` 1 119.02 9125.6 -8917.6
## - `8f5f7c556a` 1 125.74 9132.3 -8905.8
## - `8c2e088a3d` 1 126.25 9132.8 -8904.9
## - d2c775fa99 1 201.26 9207.8 -8773.4
## - beb6e17af1 1 284.44 9291.0 -8628.8
## - `5b862c0a8f` 1 298.29 9304.9 -8604.8
## - `9a575e82a4_1` 1 312.60 9319.2 -8580.1
## - `06888ceac9_1` 1 359.79 9366.4 -8498.9
## - `6db53d265a` 1 380.49 9387.1 -8463.4
## - e86a2190c1 1 388.57 9395.1 -8449.6
## - aee1e4fc85 1 446.18 9452.8 -8351.3
##
## Step: AIC=-9128.63
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_3` +
## `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 +
## `8c2e088a3d` + `2d7fe4693a` + `174825d438` + `8f5f7c556a` +
## ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + b709f75447 + `4468394575` +
## ee2ac696ff + `55cf3f7627` + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - b709f75447 1 0.06 9006.7 -9130.5
## - `7743f273c2` 1 0.07 9006.7 -9130.5
## - `779d13189e` 1 0.08 9006.7 -9130.5
## - `7841b6a5b1` 1 0.10 9006.7 -9130.4
## - `6516422788` 1 0.11 9006.7 -9130.4
## - `2a457d15d9` 1 0.12 9006.8 -9130.4
## - e5efa4d39a 1 0.12 9006.8 -9130.4
## - `29bbd86997` 1 0.16 9006.8 -9130.3
## - `12eda2d982` 1 0.16 9006.8 -9130.3
## - e0a0772df0 1 0.16 9006.8 -9130.3
## - c58f611921 1 0.18 9006.8 -9130.3
## - `99d44111c9` 1 0.18 9006.8 -9130.3
## - `4468394575` 1 0.20 9006.8 -9130.3
## - `20f1afc5c7` 1 0.20 9006.8 -9130.3
## - ac826f0013 1 0.20 9006.8 -9130.3
## - `8311343404` 1 0.26 9006.9 -9130.2
## - `7cb7913148_2` 1 0.27 9006.9 -9130.2
## - `3df2300fa2` 1 0.28 9006.9 -9130.1
## - `7cb7913148_7` 1 0.33 9007.0 -9130.0
## - dcfcbc2ea1 1 0.33 9007.0 -9130.0
## - ee2ac696ff 1 0.38 9007.0 -9129.9
## - `96e6f0be58` 1 0.39 9007.0 -9129.9
## - `25bbf0e7e7` 1 0.47 9007.1 -9129.8
## - `55cf3f7627` 1 0.48 9007.1 -9129.8
## - `8a21502326` 1 0.52 9007.2 -9129.7
## - `0e2ab0831c` 1 0.56 9007.2 -9129.6
## - `9b6e0b36c2` 1 0.58 9007.2 -9129.6
## - `2e874bc151` 1 0.76 9007.4 -9129.3
## - `7cb7913148_3` 1 0.79 9007.4 -9129.2
## - fe8cdd80ba 1 0.91 9007.5 -9129.0
## - `7cb7913148_4` 1 0.96 9007.6 -9128.9
## - fbf66c8021 1 0.96 9007.6 -9128.9
## - `0342faceb5` 1 1.03 9007.7 -9128.8
## - `7cb7913148_6` 1 1.03 9007.7 -9128.8
## - `0b846350ef` 1 1.04 9007.7 -9128.8
## - aa69c802b6 1 1.07 9007.7 -9128.7
## <none> 9006.6 -9128.6
## - `789b5244a9` 1 1.25 9007.9 -9128.4
## - ed7e658a27 1 1.28 9007.9 -9128.3
## - `2bc6ab42f7` 1 1.30 9007.9 -9128.3
## - ba54a2a637 1 1.33 9008.0 -9128.3
## - ffd1cdcfc1 1 1.47 9008.1 -9128.0
## - d4d6566f9c 1 1.57 9008.2 -9127.8
## - `55907cc1de` 1 1.70 9008.3 -9127.6
## - `63bcf89b1d` 1 1.79 9008.4 -9127.4
## - `7925993f42` 1 1.89 9008.5 -9127.3
## - `56371466d7` 1 1.91 9008.5 -9127.2
## - `3e200bf766` 1 1.95 9008.6 -9127.1
## - `04e7268385` 1 1.96 9008.6 -9127.1
## - `173b6590ae` 1 2.09 9008.7 -9126.9
## - e7ee22effb 1 2.10 9008.7 -9126.9
## + `072b7e8f27` 1 0.06 9006.6 -9126.7
## + `7cb7913148_1` 1 0.05 9006.6 -9126.7
## + `4fc17427c8` 1 0.03 9006.6 -9126.7
## + a24802caa5 1 0.03 9006.6 -9126.7
## + d035af6ffa 1 0.02 9006.6 -9126.7
## + b9a487ac3c 1 0.01 9006.6 -9126.6
## + `7734c0c22f` 1 0.01 9006.6 -9126.6
## + `77b3b41efa` 1 0.01 9006.6 -9126.6
## + `435dec85e2` 1 0.00 9006.6 -9126.6
## - `96c30c7eef` 1 2.24 9008.9 -9126.6
## + `7cb7913148_5` 1 0.00 9006.6 -9126.6
## + fdf8628ca7 1 0.00 9006.6 -9126.6
## - `3eb53ae932` 1 2.37 9009.0 -9126.4
## - c1b8ce2354 1 2.37 9009.0 -9126.4
## - bdf934caa7 1 2.39 9009.0 -9126.4
## - f66b98dd69 1 2.61 9009.2 -9126.0
## - `384bec5dd1_1` 1 2.69 9009.3 -9125.8
## - `2719b72c0d` 1 2.71 9009.3 -9125.8
## - `98475257f7` 1 2.75 9009.4 -9125.7
## - `298ed82b22` 1 3.34 9010.0 -9124.7
## - `136c1727c3` 1 3.39 9010.0 -9124.6
## - `1fa099bb01` 1 3.78 9010.4 -9123.9
## - ae08d2297e 1 3.99 9010.6 -9123.5
## - `8de0382f02` 1 4.16 9010.8 -9123.2
## - b4112a94a6 1 4.16 9010.8 -9123.2
## - `1f222e3669` 1 4.22 9010.9 -9123.1
## - abca7a848f 1 4.39 9011.0 -9122.8
## - fe0318e273 1 4.87 9011.5 -9121.9
## - `65aed7dc1f` 1 6.31 9012.9 -9119.4
## - `49756d8e0f` 1 8.82 9015.5 -9114.9
## - `253eb5ef11` 1 12.76 9019.4 -9107.9
## - `60ec1426ce` 1 14.26 9020.9 -9105.2
## - `016399044a` 1 18.67 9025.3 -9097.3
## - c0c3df65b1 1 19.76 9026.4 -9095.4
## - `1f3058af83` 1 20.29 9026.9 -9094.5
## - `087235d61e` 1 24.56 9031.2 -9086.8
## - f0a0febd35 1 25.53 9032.2 -9085.1
## - `7fe6cb4c98` 1 36.76 9043.4 -9065.1
## - `87b982928b` 1 47.52 9054.2 -9046.0
## - a14fd026ce 1 49.33 9056.0 -9042.8
## - `5f360995ef` 1 53.22 9059.9 -9035.9
## - f013b60e50 1 54.03 9060.7 -9034.5
## - ea0f4a32e3 1 71.91 9078.5 -9002.8
## - `174825d438` 1 87.76 9094.4 -8974.7
## - `2d7fe4693a` 1 119.05 9125.7 -8919.5
## - `8f5f7c556a` 1 125.71 9132.3 -8907.8
## - `8c2e088a3d` 1 126.23 9132.9 -8906.8
## - d2c775fa99 1 201.49 9208.1 -8774.9
## - beb6e17af1 1 284.40 9291.0 -8630.8
## - `5b862c0a8f` 1 298.29 9304.9 -8606.7
## - `9a575e82a4_1` 1 312.61 9319.2 -8582.0
## - `06888ceac9_1` 1 359.73 9366.4 -8500.9
## - `6db53d265a` 1 380.65 9387.3 -8465.0
## - e86a2190c1 1 388.51 9395.1 -8451.6
## - aee1e4fc85 1 446.32 9453.0 -8352.9
##
## Step: AIC=-9130.51
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_3` +
## `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 +
## `8c2e088a3d` + `2d7fe4693a` + `174825d438` + `8f5f7c556a` +
## ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `4468394575` + ee2ac696ff +
## `55cf3f7627` + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7743f273c2` 1 0.07 9006.8 -9132.4
## - `779d13189e` 1 0.08 9006.8 -9132.4
## - `7841b6a5b1` 1 0.10 9006.8 -9132.3
## - `6516422788` 1 0.12 9006.8 -9132.3
## - `2a457d15d9` 1 0.12 9006.8 -9132.3
## - e5efa4d39a 1 0.12 9006.8 -9132.3
## - `29bbd86997` 1 0.16 9006.9 -9132.2
## - e0a0772df0 1 0.16 9006.9 -9132.2
## - `12eda2d982` 1 0.16 9006.9 -9132.2
## - c58f611921 1 0.18 9006.9 -9132.2
## - `99d44111c9` 1 0.18 9006.9 -9132.2
## - `4468394575` 1 0.20 9006.9 -9132.2
## - `20f1afc5c7` 1 0.20 9006.9 -9132.2
## - ac826f0013 1 0.20 9006.9 -9132.1
## - `8311343404` 1 0.26 9007.0 -9132.1
## - `7cb7913148_2` 1 0.27 9007.0 -9132.0
## - `3df2300fa2` 1 0.28 9007.0 -9132.0
## - `7cb7913148_7` 1 0.33 9007.0 -9131.9
## - dcfcbc2ea1 1 0.34 9007.0 -9131.9
## - ee2ac696ff 1 0.38 9007.1 -9131.8
## - `96e6f0be58` 1 0.39 9007.1 -9131.8
## - `25bbf0e7e7` 1 0.48 9007.2 -9131.7
## - `55cf3f7627` 1 0.48 9007.2 -9131.7
## - `8a21502326` 1 0.52 9007.2 -9131.6
## - `0e2ab0831c` 1 0.56 9007.3 -9131.5
## - `9b6e0b36c2` 1 0.58 9007.3 -9131.5
## - `2e874bc151` 1 0.76 9007.5 -9131.2
## - `7cb7913148_3` 1 0.79 9007.5 -9131.1
## - fe8cdd80ba 1 0.92 9007.6 -9130.9
## - `7cb7913148_4` 1 0.96 9007.7 -9130.8
## - fbf66c8021 1 0.96 9007.7 -9130.8
## - `7cb7913148_6` 1 1.03 9007.7 -9130.7
## - `0342faceb5` 1 1.03 9007.7 -9130.7
## - `0b846350ef` 1 1.04 9007.7 -9130.7
## - aa69c802b6 1 1.07 9007.8 -9130.6
## <none> 9006.7 -9130.5
## - `789b5244a9` 1 1.25 9007.9 -9130.3
## - ed7e658a27 1 1.28 9008.0 -9130.2
## - `2bc6ab42f7` 1 1.30 9008.0 -9130.2
## - ba54a2a637 1 1.33 9008.0 -9130.1
## - ffd1cdcfc1 1 1.47 9008.2 -9129.9
## - d4d6566f9c 1 1.56 9008.3 -9129.7
## - `55907cc1de` 1 1.70 9008.4 -9129.5
## - `63bcf89b1d` 1 1.79 9008.5 -9129.3
## - `7925993f42` 1 1.88 9008.6 -9129.1
## - `56371466d7` 1 1.91 9008.6 -9129.1
## - `3e200bf766` 1 1.95 9008.7 -9129.0
## - `04e7268385` 1 1.96 9008.7 -9129.0
## - `173b6590ae` 1 2.08 9008.8 -9128.8
## - e7ee22effb 1 2.11 9008.8 -9128.7
## + b709f75447 1 0.06 9006.6 -9128.6
## + `072b7e8f27` 1 0.06 9006.6 -9128.6
## + `7cb7913148_1` 1 0.05 9006.6 -9128.6
## + `4fc17427c8` 1 0.03 9006.7 -9128.6
## + a24802caa5 1 0.03 9006.7 -9128.6
## + d035af6ffa 1 0.02 9006.7 -9128.5
## + b9a487ac3c 1 0.01 9006.7 -9128.5
## + `7734c0c22f` 1 0.01 9006.7 -9128.5
## + `77b3b41efa` 1 0.01 9006.7 -9128.5
## + `435dec85e2` 1 0.00 9006.7 -9128.5
## + `7cb7913148_5` 1 0.00 9006.7 -9128.5
## + fdf8628ca7 1 0.00 9006.7 -9128.5
## - `96c30c7eef` 1 2.25 9008.9 -9128.5
## - `3eb53ae932` 1 2.36 9009.1 -9128.3
## - c1b8ce2354 1 2.36 9009.1 -9128.3
## - bdf934caa7 1 2.39 9009.1 -9128.2
## - f66b98dd69 1 2.62 9009.3 -9127.8
## - `384bec5dd1_1` 1 2.70 9009.4 -9127.7
## - `2719b72c0d` 1 2.72 9009.4 -9127.7
## - `98475257f7` 1 2.76 9009.5 -9127.6
## - `298ed82b22` 1 3.33 9010.0 -9126.6
## - `136c1727c3` 1 3.40 9010.1 -9126.5
## - `1fa099bb01` 1 3.78 9010.5 -9125.8
## - ae08d2297e 1 3.99 9010.7 -9125.4
## - `8de0382f02` 1 4.16 9010.9 -9125.1
## - b4112a94a6 1 4.16 9010.9 -9125.1
## - `1f222e3669` 1 4.21 9010.9 -9125.0
## - abca7a848f 1 4.38 9011.1 -9124.7
## - fe0318e273 1 4.87 9011.6 -9123.8
## - `65aed7dc1f` 1 6.31 9013.0 -9121.3
## - `49756d8e0f` 1 8.85 9015.5 -9116.7
## - `253eb5ef11` 1 12.76 9019.5 -9109.8
## - `60ec1426ce` 1 14.24 9020.9 -9107.1
## - `016399044a` 1 18.69 9025.4 -9099.2
## - c0c3df65b1 1 19.75 9026.4 -9097.3
## - `1f3058af83` 1 20.30 9027.0 -9096.3
## - `087235d61e` 1 24.55 9031.2 -9088.7
## - f0a0febd35 1 25.51 9032.2 -9087.0
## - `7fe6cb4c98` 1 36.78 9043.5 -9067.0
## - `87b982928b` 1 47.55 9054.2 -9047.9
## - a14fd026ce 1 49.30 9056.0 -9044.7
## - `5f360995ef` 1 53.23 9059.9 -9037.8
## - f013b60e50 1 54.06 9060.8 -9036.3
## - ea0f4a32e3 1 71.88 9078.6 -9004.7
## - `174825d438` 1 87.71 9094.4 -8976.7
## - `2d7fe4693a` 1 119.09 9125.8 -8921.3
## - `8f5f7c556a` 1 125.72 9132.4 -8909.6
## - `8c2e088a3d` 1 126.26 9133.0 -8908.7
## - d2c775fa99 1 201.49 9208.2 -8776.8
## - beb6e17af1 1 284.44 9291.1 -8632.6
## - `5b862c0a8f` 1 298.34 9305.0 -8608.5
## - `9a575e82a4_1` 1 312.61 9319.3 -8583.9
## - `06888ceac9_1` 1 359.75 9366.4 -8502.8
## - `6db53d265a` 1 380.72 9387.4 -8466.8
## - e86a2190c1 1 388.45 9395.1 -8453.6
## - aee1e4fc85 1 446.37 9453.1 -8354.8
##
## Step: AIC=-9132.38
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_3` +
## `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 +
## `8c2e088a3d` + `2d7fe4693a` + `174825d438` + `8f5f7c556a` +
## ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `4468394575` + ee2ac696ff +
## `55cf3f7627` + `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `779d13189e` 1 0.08 9006.9 -9134.2
## - `7841b6a5b1` 1 0.10 9006.9 -9134.2
## - `6516422788` 1 0.11 9006.9 -9134.2
## - `2a457d15d9` 1 0.12 9006.9 -9134.2
## - e5efa4d39a 1 0.12 9006.9 -9134.2
## - `29bbd86997` 1 0.16 9006.9 -9134.1
## - `12eda2d982` 1 0.16 9006.9 -9134.1
## - e0a0772df0 1 0.16 9006.9 -9134.1
## - c58f611921 1 0.18 9007.0 -9134.1
## - `99d44111c9` 1 0.18 9007.0 -9134.1
## - `4468394575` 1 0.20 9007.0 -9134.0
## - `20f1afc5c7` 1 0.20 9007.0 -9134.0
## - ac826f0013 1 0.21 9007.0 -9134.0
## - `8311343404` 1 0.26 9007.0 -9133.9
## - `7cb7913148_2` 1 0.27 9007.0 -9133.9
## - `3df2300fa2` 1 0.28 9007.1 -9133.9
## - `7cb7913148_7` 1 0.33 9007.1 -9133.8
## - dcfcbc2ea1 1 0.33 9007.1 -9133.8
## - ee2ac696ff 1 0.38 9007.2 -9133.7
## - `96e6f0be58` 1 0.39 9007.2 -9133.7
## - `55cf3f7627` 1 0.48 9007.2 -9133.5
## - `25bbf0e7e7` 1 0.48 9007.2 -9133.5
## - `8a21502326` 1 0.53 9007.3 -9133.4
## - `0e2ab0831c` 1 0.55 9007.3 -9133.4
## - `9b6e0b36c2` 1 0.58 9007.4 -9133.3
## - `2e874bc151` 1 0.76 9007.5 -9133.0
## - `7cb7913148_3` 1 0.80 9007.6 -9133.0
## - fe8cdd80ba 1 0.91 9007.7 -9132.8
## - `7cb7913148_4` 1 0.96 9007.7 -9132.7
## - fbf66c8021 1 0.96 9007.7 -9132.7
## - `7cb7913148_6` 1 1.02 9007.8 -9132.6
## - `0342faceb5` 1 1.03 9007.8 -9132.5
## - `0b846350ef` 1 1.04 9007.8 -9132.5
## - aa69c802b6 1 1.07 9007.8 -9132.5
## <none> 9006.8 -9132.4
## - `789b5244a9` 1 1.25 9008.0 -9132.1
## - ed7e658a27 1 1.29 9008.1 -9132.1
## - `2bc6ab42f7` 1 1.30 9008.1 -9132.1
## - ba54a2a637 1 1.33 9008.1 -9132.0
## - ffd1cdcfc1 1 1.47 9008.2 -9131.8
## - d4d6566f9c 1 1.56 9008.3 -9131.6
## - `55907cc1de` 1 1.70 9008.5 -9131.4
## - `63bcf89b1d` 1 1.79 9008.6 -9131.2
## - `7925993f42` 1 1.89 9008.7 -9131.0
## - `56371466d7` 1 1.91 9008.7 -9131.0
## - `3e200bf766` 1 1.96 9008.7 -9130.9
## - `04e7268385` 1 1.97 9008.7 -9130.9
## - `173b6590ae` 1 2.09 9008.9 -9130.7
## - e7ee22effb 1 2.11 9008.9 -9130.6
## + `7743f273c2` 1 0.07 9006.7 -9130.5
## + b709f75447 1 0.06 9006.7 -9130.5
## + `072b7e8f27` 1 0.06 9006.7 -9130.5
## + `7cb7913148_1` 1 0.05 9006.7 -9130.5
## + `4fc17427c8` 1 0.03 9006.7 -9130.4
## + a24802caa5 1 0.03 9006.7 -9130.4
## + d035af6ffa 1 0.02 9006.8 -9130.4
## + b9a487ac3c 1 0.01 9006.8 -9130.4
## + `7734c0c22f` 1 0.01 9006.8 -9130.4
## + `77b3b41efa` 1 0.01 9006.8 -9130.4
## + `435dec85e2` 1 0.00 9006.8 -9130.4
## + `7cb7913148_5` 1 0.00 9006.8 -9130.4
## + fdf8628ca7 1 0.00 9006.8 -9130.4
## - `96c30c7eef` 1 2.26 9009.0 -9130.3
## - `3eb53ae932` 1 2.35 9009.1 -9130.2
## - c1b8ce2354 1 2.35 9009.1 -9130.2
## - bdf934caa7 1 2.39 9009.2 -9130.1
## - f66b98dd69 1 2.63 9009.4 -9129.7
## - `384bec5dd1_1` 1 2.72 9009.5 -9129.5
## - `2719b72c0d` 1 2.73 9009.5 -9129.5
## - `98475257f7` 1 2.76 9009.5 -9129.4
## - `298ed82b22` 1 3.33 9010.1 -9128.4
## - `136c1727c3` 1 3.39 9010.2 -9128.3
## - `1fa099bb01` 1 3.77 9010.5 -9127.6
## - ae08d2297e 1 3.98 9010.7 -9127.3
## - `8de0382f02` 1 4.16 9010.9 -9127.0
## - b4112a94a6 1 4.16 9010.9 -9127.0
## - `1f222e3669` 1 4.21 9011.0 -9126.9
## - abca7a848f 1 4.37 9011.1 -9126.6
## - fe0318e273 1 4.86 9011.6 -9125.7
## - `65aed7dc1f` 1 6.31 9013.1 -9123.1
## - `49756d8e0f` 1 8.84 9015.6 -9118.6
## - `253eb5ef11` 1 12.76 9019.5 -9111.6
## - `60ec1426ce` 1 14.25 9021.0 -9109.0
## - `016399044a` 1 18.69 9025.5 -9101.1
## - c0c3df65b1 1 19.74 9026.5 -9099.2
## - `1f3058af83` 1 20.28 9027.0 -9098.2
## - `087235d61e` 1 24.57 9031.3 -9090.6
## - f0a0febd35 1 25.50 9032.3 -9088.9
## - `7fe6cb4c98` 1 36.78 9043.6 -9068.9
## - `87b982928b` 1 47.59 9054.4 -9049.6
## - a14fd026ce 1 49.28 9056.1 -9046.6
## - `5f360995ef` 1 53.28 9060.1 -9039.5
## - f013b60e50 1 54.02 9060.8 -9038.2
## - ea0f4a32e3 1 71.94 9078.7 -9006.5
## - `174825d438` 1 87.78 9094.5 -8978.4
## - `2d7fe4693a` 1 119.09 9125.9 -8923.2
## - `8f5f7c556a` 1 125.72 9132.5 -8911.5
## - `8c2e088a3d` 1 126.32 9133.1 -8910.4
## - d2c775fa99 1 201.42 9208.2 -8778.8
## - beb6e17af1 1 284.44 9291.2 -8634.5
## - `5b862c0a8f` 1 298.34 9305.1 -8610.4
## - `9a575e82a4_1` 1 312.57 9319.3 -8585.8
## - `06888ceac9_1` 1 359.69 9366.5 -8504.8
## - `6db53d265a` 1 380.66 9387.4 -8468.8
## - e86a2190c1 1 388.39 9395.2 -8455.6
## - aee1e4fc85 1 446.35 9453.1 -8356.7
##
## Step: AIC=-9134.23
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_3` +
## `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 +
## `8c2e088a3d` + `2d7fe4693a` + `174825d438` + `8f5f7c556a` +
## ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `0342faceb5` + ac826f0013 +
## ba54a2a637 + `7925993f42` + `4468394575` + ee2ac696ff + `55cf3f7627` +
## `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `7841b6a5b1` 1 0.10 9007.0 -9136.1
## - `6516422788` 1 0.11 9007.0 -9136.0
## - `2a457d15d9` 1 0.11 9007.0 -9136.0
## - e5efa4d39a 1 0.12 9007.0 -9136.0
## - `29bbd86997` 1 0.16 9007.0 -9135.9
## - `12eda2d982` 1 0.16 9007.0 -9135.9
## - e0a0772df0 1 0.16 9007.0 -9135.9
## - c58f611921 1 0.18 9007.0 -9135.9
## - `99d44111c9` 1 0.18 9007.0 -9135.9
## - `4468394575` 1 0.20 9007.1 -9135.9
## - `20f1afc5c7` 1 0.20 9007.1 -9135.9
## - ac826f0013 1 0.21 9007.1 -9135.9
## - `8311343404` 1 0.25 9007.1 -9135.8
## - `7cb7913148_2` 1 0.27 9007.1 -9135.7
## - `3df2300fa2` 1 0.27 9007.1 -9135.7
## - `7cb7913148_7` 1 0.33 9007.2 -9135.6
## - dcfcbc2ea1 1 0.33 9007.2 -9135.6
## - `96e6f0be58` 1 0.38 9007.2 -9135.6
## - ee2ac696ff 1 0.38 9007.2 -9135.5
## - `55cf3f7627` 1 0.47 9007.3 -9135.4
## - `25bbf0e7e7` 1 0.48 9007.3 -9135.4
## - `8a21502326` 1 0.53 9007.4 -9135.3
## - `0e2ab0831c` 1 0.55 9007.4 -9135.2
## - `9b6e0b36c2` 1 0.58 9007.4 -9135.2
## - `2e874bc151` 1 0.76 9007.6 -9134.9
## - `7cb7913148_3` 1 0.80 9007.7 -9134.8
## - fe8cdd80ba 1 0.89 9007.8 -9134.6
## - `7cb7913148_4` 1 0.96 9007.8 -9134.5
## - fbf66c8021 1 0.97 9007.8 -9134.5
## - `7cb7913148_6` 1 1.02 9007.9 -9134.4
## - `0342faceb5` 1 1.03 9007.9 -9134.4
## - `0b846350ef` 1 1.04 9007.9 -9134.4
## - aa69c802b6 1 1.07 9007.9 -9134.3
## <none> 9006.9 -9134.2
## - `789b5244a9` 1 1.25 9008.1 -9134.0
## - ed7e658a27 1 1.29 9008.1 -9133.9
## - `2bc6ab42f7` 1 1.30 9008.2 -9133.9
## - ba54a2a637 1 1.33 9008.2 -9133.9
## - ffd1cdcfc1 1 1.46 9008.3 -9133.6
## - d4d6566f9c 1 1.57 9008.4 -9133.4
## - `55907cc1de` 1 1.70 9008.6 -9133.2
## - `63bcf89b1d` 1 1.78 9008.6 -9133.0
## - `7925993f42` 1 1.88 9008.7 -9132.9
## - `56371466d7` 1 1.90 9008.8 -9132.8
## - `3e200bf766` 1 1.96 9008.8 -9132.7
## - `04e7268385` 1 1.97 9008.8 -9132.7
## - `173b6590ae` 1 2.09 9008.9 -9132.5
## - e7ee22effb 1 2.11 9009.0 -9132.5
## + `779d13189e` 1 0.08 9006.8 -9132.4
## + `7743f273c2` 1 0.07 9006.8 -9132.4
## + b709f75447 1 0.06 9006.8 -9132.3
## + `072b7e8f27` 1 0.06 9006.8 -9132.3
## + `7cb7913148_1` 1 0.05 9006.8 -9132.3
## + `4fc17427c8` 1 0.03 9006.8 -9132.3
## + a24802caa5 1 0.03 9006.8 -9132.3
## + d035af6ffa 1 0.02 9006.8 -9132.3
## + b9a487ac3c 1 0.01 9006.8 -9132.3
## + `7734c0c22f` 1 0.01 9006.8 -9132.2
## + `77b3b41efa` 1 0.01 9006.8 -9132.2
## + `435dec85e2` 1 0.00 9006.9 -9132.2
## + `7cb7913148_5` 1 0.00 9006.9 -9132.2
## + fdf8628ca7 1 0.00 9006.9 -9132.2
## - `96c30c7eef` 1 2.26 9009.1 -9132.2
## - `3eb53ae932` 1 2.35 9009.2 -9132.0
## - c1b8ce2354 1 2.35 9009.2 -9132.0
## - bdf934caa7 1 2.38 9009.2 -9132.0
## - f66b98dd69 1 2.63 9009.5 -9131.5
## - `384bec5dd1_1` 1 2.71 9009.6 -9131.4
## - `2719b72c0d` 1 2.73 9009.6 -9131.4
## - `98475257f7` 1 2.76 9009.6 -9131.3
## - `298ed82b22` 1 3.34 9010.2 -9130.3
## - `136c1727c3` 1 3.39 9010.2 -9130.2
## - `1fa099bb01` 1 3.77 9010.6 -9129.5
## - ae08d2297e 1 3.98 9010.8 -9129.1
## - `8de0382f02` 1 4.16 9011.0 -9128.8
## - b4112a94a6 1 4.16 9011.0 -9128.8
## - `1f222e3669` 1 4.24 9011.1 -9128.7
## - abca7a848f 1 4.38 9011.2 -9128.4
## - fe0318e273 1 4.87 9011.7 -9127.5
## - `65aed7dc1f` 1 6.31 9013.2 -9125.0
## - `49756d8e0f` 1 8.88 9015.7 -9120.4
## - `253eb5ef11` 1 12.85 9019.7 -9113.3
## - `60ec1426ce` 1 14.25 9021.1 -9110.8
## - `016399044a` 1 18.73 9025.6 -9102.8
## - c0c3df65b1 1 19.76 9026.6 -9101.0
## - `1f3058af83` 1 20.25 9027.1 -9100.1
## - `087235d61e` 1 24.55 9031.4 -9092.5
## - f0a0febd35 1 25.51 9032.4 -9090.8
## - `7fe6cb4c98` 1 36.80 9043.7 -9070.7
## - `87b982928b` 1 47.64 9054.5 -9051.4
## - a14fd026ce 1 49.31 9056.2 -9048.4
## - `5f360995ef` 1 53.29 9060.1 -9041.4
## - f013b60e50 1 54.00 9060.9 -9040.1
## - ea0f4a32e3 1 71.92 9078.8 -9008.4
## - `174825d438` 1 87.73 9094.6 -8980.4
## - `2d7fe4693a` 1 119.09 9125.9 -8925.0
## - `8f5f7c556a` 1 125.70 9132.6 -8913.4
## - `8c2e088a3d` 1 126.53 9133.4 -8911.9
## - d2c775fa99 1 201.40 9208.3 -8780.6
## - beb6e17af1 1 284.37 9291.2 -8636.4
## - `5b862c0a8f` 1 298.43 9305.3 -8612.1
## - `9a575e82a4_1` 1 312.58 9319.4 -8587.7
## - `06888ceac9_1` 1 359.89 9366.7 -8506.3
## - `6db53d265a` 1 380.59 9387.4 -8470.8
## - e86a2190c1 1 388.36 9395.2 -8457.5
## - aee1e4fc85 1 446.51 9453.4 -8358.3
##
## Step: AIC=-9136.05
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_3` +
## `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `0342faceb5` + ac826f0013 +
## ba54a2a637 + `7925993f42` + `4468394575` + ee2ac696ff + `55cf3f7627` +
## `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `6516422788` 1 0.11 9007.1 -9137.9
## - `2a457d15d9` 1 0.11 9007.1 -9137.8
## - e5efa4d39a 1 0.12 9007.1 -9137.8
## - `29bbd86997` 1 0.16 9007.1 -9137.8
## - `12eda2d982` 1 0.16 9007.1 -9137.8
## - c58f611921 1 0.19 9007.1 -9137.7
## - `99d44111c9` 1 0.19 9007.1 -9137.7
## - `20f1afc5c7` 1 0.20 9007.2 -9137.7
## - `4468394575` 1 0.20 9007.2 -9137.7
## - ac826f0013 1 0.20 9007.2 -9137.7
## - `8311343404` 1 0.25 9007.2 -9137.6
## - `7cb7913148_2` 1 0.27 9007.2 -9137.6
## - `3df2300fa2` 1 0.27 9007.2 -9137.6
## - dcfcbc2ea1 1 0.33 9007.3 -9137.5
## - `7cb7913148_7` 1 0.33 9007.3 -9137.5
## - `96e6f0be58` 1 0.38 9007.3 -9137.4
## - ee2ac696ff 1 0.39 9007.3 -9137.4
## - `55cf3f7627` 1 0.48 9007.4 -9137.2
## - `25bbf0e7e7` 1 0.48 9007.4 -9137.2
## - `8a21502326` 1 0.52 9007.5 -9137.1
## - `0e2ab0831c` 1 0.56 9007.5 -9137.1
## - `9b6e0b36c2` 1 0.58 9007.5 -9137.0
## - `2e874bc151` 1 0.76 9007.7 -9136.7
## - `7cb7913148_3` 1 0.80 9007.8 -9136.6
## - fe8cdd80ba 1 0.89 9007.8 -9136.5
## - `7cb7913148_4` 1 0.96 9007.9 -9136.3
## - fbf66c8021 1 0.97 9007.9 -9136.3
## - `7cb7913148_6` 1 1.02 9008.0 -9136.2
## - `0342faceb5` 1 1.03 9008.0 -9136.2
## - `0b846350ef` 1 1.04 9008.0 -9136.2
## - aa69c802b6 1 1.07 9008.0 -9136.2
## <none> 9007.0 -9136.1
## - `789b5244a9` 1 1.25 9008.2 -9135.8
## - ed7e658a27 1 1.28 9008.2 -9135.8
## - `2bc6ab42f7` 1 1.30 9008.3 -9135.7
## - ba54a2a637 1 1.33 9008.3 -9135.7
## - ffd1cdcfc1 1 1.45 9008.4 -9135.5
## - d4d6566f9c 1 1.56 9008.5 -9135.3
## - `55907cc1de` 1 1.69 9008.6 -9135.0
## - `63bcf89b1d` 1 1.78 9008.7 -9134.9
## - `7925993f42` 1 1.89 9008.8 -9134.7
## - `56371466d7` 1 1.90 9008.9 -9134.7
## - `3e200bf766` 1 1.95 9008.9 -9134.6
## - `04e7268385` 1 1.97 9008.9 -9134.5
## - `173b6590ae` 1 2.09 9009.0 -9134.3
## - e7ee22effb 1 2.11 9009.1 -9134.3
## + `7841b6a5b1` 1 0.10 9006.9 -9134.2
## + `779d13189e` 1 0.08 9006.9 -9134.2
## + `7743f273c2` 1 0.07 9006.9 -9134.2
## + b709f75447 1 0.07 9006.9 -9134.2
## + `072b7e8f27` 1 0.06 9006.9 -9134.2
## + `7cb7913148_1` 1 0.05 9006.9 -9134.1
## + `4fc17427c8` 1 0.03 9006.9 -9134.1
## + a24802caa5 1 0.03 9006.9 -9134.1
## + d035af6ffa 1 0.02 9006.9 -9134.1
## + b9a487ac3c 1 0.01 9006.9 -9134.1
## + `7734c0c22f` 1 0.01 9006.9 -9134.1
## + `77b3b41efa` 1 0.01 9006.9 -9134.1
## + `435dec85e2` 1 0.00 9007.0 -9134.1
## + `7cb7913148_5` 1 0.00 9007.0 -9134.1
## + fdf8628ca7 1 0.00 9007.0 -9134.1
## - `96c30c7eef` 1 2.26 9009.2 -9134.0
## - `3eb53ae932` 1 2.36 9009.3 -9133.8
## - c1b8ce2354 1 2.36 9009.3 -9133.8
## - bdf934caa7 1 2.39 9009.3 -9133.8
## - f66b98dd69 1 2.63 9009.6 -9133.4
## - `384bec5dd1_1` 1 2.71 9009.7 -9133.2
## - `2719b72c0d` 1 2.73 9009.7 -9133.2
## - `98475257f7` 1 2.76 9009.7 -9133.1
## - `298ed82b22` 1 3.34 9010.3 -9132.1
## - `136c1727c3` 1 3.38 9010.3 -9132.0
## - `1fa099bb01` 1 3.77 9010.7 -9131.3
## - ae08d2297e 1 3.95 9010.9 -9131.0
## - `8de0382f02` 1 4.16 9011.1 -9130.6
## - b4112a94a6 1 4.16 9011.1 -9130.6
## - `1f222e3669` 1 4.25 9011.2 -9130.5
## - abca7a848f 1 4.39 9011.3 -9130.2
## - fe0318e273 1 4.87 9011.8 -9129.4
## - `65aed7dc1f` 1 6.32 9013.3 -9126.8
## - `49756d8e0f` 1 8.88 9015.8 -9122.2
## - `253eb5ef11` 1 12.88 9019.8 -9115.1
## - `60ec1426ce` 1 14.26 9021.2 -9112.6
## - `016399044a` 1 18.74 9025.7 -9104.6
## - c0c3df65b1 1 19.74 9026.7 -9102.9
## - `1f3058af83` 1 20.28 9027.2 -9101.9
## - `087235d61e` 1 24.56 9031.5 -9094.3
## - f0a0febd35 1 25.47 9032.4 -9092.6
## - `7fe6cb4c98` 1 36.83 9043.8 -9072.4
## - `87b982928b` 1 47.68 9054.6 -9053.2
## - a14fd026ce 1 49.26 9056.2 -9050.4
## - `5f360995ef` 1 53.27 9060.2 -9043.2
## - f013b60e50 1 54.00 9061.0 -9041.9
## - ea0f4a32e3 1 71.90 9078.9 -9010.2
## - `174825d438` 1 87.85 9094.8 -8982.0
## - `2d7fe4693a` 1 119.13 9126.1 -8926.8
## - `8f5f7c556a` 1 125.75 9132.7 -8915.1
## - `8c2e088a3d` 1 126.58 9133.5 -8913.7
## - e0a0772df0 1 174.91 9181.9 -8828.8
## - d2c775fa99 1 201.38 9208.3 -8782.5
## - beb6e17af1 1 284.52 9291.5 -8638.0
## - `5b862c0a8f` 1 298.43 9305.4 -8613.9
## - `9a575e82a4_1` 1 312.60 9319.6 -8589.5
## - `06888ceac9_1` 1 359.86 9366.8 -8508.1
## - `6db53d265a` 1 380.96 9387.9 -8472.0
## - e86a2190c1 1 388.39 9395.3 -8459.2
## - aee1e4fc85 1 446.45 9453.4 -8360.2
##
## Step: AIC=-9137.85
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_3` +
## `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + `8311343404` +
## e7ee22effb + `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + fbf66c8021 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + `12eda2d982` +
## c58f611921 + `99d44111c9` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` +
## `4468394575` + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `2a457d15d9` 1 0.11 9007.2 -9139.6
## - e5efa4d39a 1 0.12 9007.2 -9139.6
## - `29bbd86997` 1 0.16 9007.2 -9139.6
## - `12eda2d982` 1 0.17 9007.2 -9139.6
## - c58f611921 1 0.18 9007.2 -9139.5
## - `99d44111c9` 1 0.18 9007.3 -9139.5
## - `20f1afc5c7` 1 0.20 9007.3 -9139.5
## - `4468394575` 1 0.20 9007.3 -9139.5
## - ac826f0013 1 0.20 9007.3 -9139.5
## - `8311343404` 1 0.26 9007.3 -9139.4
## - `7cb7913148_2` 1 0.27 9007.3 -9139.4
## - `3df2300fa2` 1 0.28 9007.3 -9139.4
## - `7cb7913148_7` 1 0.32 9007.4 -9139.3
## - dcfcbc2ea1 1 0.33 9007.4 -9139.3
## - `96e6f0be58` 1 0.38 9007.4 -9139.2
## - ee2ac696ff 1 0.39 9007.5 -9139.2
## - `25bbf0e7e7` 1 0.47 9007.5 -9139.0
## - `55cf3f7627` 1 0.47 9007.5 -9139.0
## - `8a21502326` 1 0.53 9007.6 -9138.9
## - `0e2ab0831c` 1 0.55 9007.6 -9138.9
## - `9b6e0b36c2` 1 0.58 9007.6 -9138.8
## - `2e874bc151` 1 0.76 9007.8 -9138.5
## - `7cb7913148_3` 1 0.80 9007.9 -9138.4
## - fe8cdd80ba 1 0.88 9007.9 -9138.3
## - `7cb7913148_4` 1 0.96 9008.0 -9138.1
## - fbf66c8021 1 0.96 9008.0 -9138.1
## - `7cb7913148_6` 1 1.02 9008.1 -9138.0
## - `0342faceb5` 1 1.03 9008.1 -9138.0
## - `0b846350ef` 1 1.04 9008.1 -9138.0
## - aa69c802b6 1 1.07 9008.1 -9137.9
## <none> 9007.1 -9137.9
## - `789b5244a9` 1 1.26 9008.3 -9137.6
## - ed7e658a27 1 1.29 9008.4 -9137.5
## - `2bc6ab42f7` 1 1.30 9008.4 -9137.5
## - ba54a2a637 1 1.33 9008.4 -9137.5
## - ffd1cdcfc1 1 1.45 9008.5 -9137.3
## - d4d6566f9c 1 1.57 9008.6 -9137.1
## - `55907cc1de` 1 1.70 9008.8 -9136.8
## - `63bcf89b1d` 1 1.78 9008.8 -9136.7
## - `7925993f42` 1 1.88 9008.9 -9136.5
## - `56371466d7` 1 1.92 9009.0 -9136.4
## - `3e200bf766` 1 1.93 9009.0 -9136.4
## - `04e7268385` 1 1.99 9009.1 -9136.3
## - `173b6590ae` 1 2.09 9009.2 -9136.1
## - e7ee22effb 1 2.11 9009.2 -9136.1
## + `6516422788` 1 0.11 9007.0 -9136.1
## + `7841b6a5b1` 1 0.10 9007.0 -9136.0
## + `779d13189e` 1 0.08 9007.0 -9136.0
## + `7743f273c2` 1 0.07 9007.0 -9136.0
## + b709f75447 1 0.07 9007.0 -9136.0
## + `072b7e8f27` 1 0.06 9007.0 -9136.0
## + `7cb7913148_1` 1 0.05 9007.0 -9135.9
## + `4fc17427c8` 1 0.03 9007.0 -9135.9
## + a24802caa5 1 0.03 9007.0 -9135.9
## + d035af6ffa 1 0.02 9007.0 -9135.9
## + b9a487ac3c 1 0.01 9007.1 -9135.9
## + `7734c0c22f` 1 0.01 9007.1 -9135.9
## + `77b3b41efa` 1 0.01 9007.1 -9135.9
## + `435dec85e2` 1 0.00 9007.1 -9135.9
## + `7cb7913148_5` 1 0.00 9007.1 -9135.9
## + fdf8628ca7 1 0.00 9007.1 -9135.9
## - `96c30c7eef` 1 2.25 9009.3 -9135.8
## - `3eb53ae932` 1 2.36 9009.4 -9135.6
## - c1b8ce2354 1 2.36 9009.4 -9135.6
## - bdf934caa7 1 2.39 9009.5 -9135.6
## - f66b98dd69 1 2.62 9009.7 -9135.2
## - `384bec5dd1_1` 1 2.71 9009.8 -9135.0
## - `2719b72c0d` 1 2.72 9009.8 -9135.0
## - `98475257f7` 1 2.76 9009.8 -9134.9
## - `298ed82b22` 1 3.33 9010.4 -9133.9
## - `136c1727c3` 1 3.39 9010.5 -9133.8
## - `1fa099bb01` 1 3.78 9010.8 -9133.1
## - ae08d2297e 1 3.96 9011.0 -9132.8
## - `8de0382f02` 1 4.14 9011.2 -9132.5
## - b4112a94a6 1 4.14 9011.2 -9132.5
## - `1f222e3669` 1 4.25 9011.3 -9132.3
## - abca7a848f 1 4.40 9011.5 -9132.0
## - fe0318e273 1 4.88 9012.0 -9131.1
## - `65aed7dc1f` 1 6.33 9013.4 -9128.6
## - `49756d8e0f` 1 8.87 9015.9 -9124.0
## - `253eb5ef11` 1 12.90 9020.0 -9116.8
## - `60ec1426ce` 1 14.26 9021.3 -9114.4
## - `016399044a` 1 18.77 9025.8 -9106.4
## - c0c3df65b1 1 19.73 9026.8 -9104.7
## - `1f3058af83` 1 20.30 9027.4 -9103.7
## - `087235d61e` 1 24.59 9031.7 -9096.0
## - f0a0febd35 1 25.52 9032.6 -9094.4
## - `7fe6cb4c98` 1 36.85 9043.9 -9074.2
## - `87b982928b` 1 47.72 9054.8 -9054.9
## - a14fd026ce 1 49.29 9056.4 -9052.1
## - `5f360995ef` 1 53.33 9060.4 -9044.9
## - f013b60e50 1 53.95 9061.0 -9043.8
## - ea0f4a32e3 1 71.88 9078.9 -9012.1
## - `174825d438` 1 87.79 9094.9 -8983.9
## - `2d7fe4693a` 1 119.07 9126.1 -8928.7
## - `8f5f7c556a` 1 125.66 9132.7 -8917.1
## - `8c2e088a3d` 1 126.55 9133.6 -8915.5
## - e0a0772df0 1 174.86 9181.9 -8830.7
## - d2c775fa99 1 201.35 9208.4 -8784.4
## - beb6e17af1 1 284.45 9291.5 -8639.9
## - `5b862c0a8f` 1 298.47 9305.5 -8615.7
## - `9a575e82a4_1` 1 312.64 9319.7 -8591.2
## - `06888ceac9_1` 1 359.91 9367.0 -8509.9
## - `6db53d265a` 1 380.92 9388.0 -8473.8
## - e86a2190c1 1 388.54 9395.6 -8460.8
## - aee1e4fc85 1 446.41 9453.5 -8362.1
##
## Step: AIC=-9139.65
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_3` +
## `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + `8311343404` +
## e7ee22effb + `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + fbf66c8021 + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + `12eda2d982` + c58f611921 +
## `99d44111c9` + `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` +
## `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` + `4468394575` +
## ee2ac696ff + `55cf3f7627` + `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - e5efa4d39a 1 0.12 9007.3 -9141.4
## - `29bbd86997` 1 0.16 9007.3 -9141.4
## - `12eda2d982` 1 0.17 9007.3 -9141.3
## - c58f611921 1 0.18 9007.4 -9141.3
## - `99d44111c9` 1 0.18 9007.4 -9141.3
## - `20f1afc5c7` 1 0.19 9007.4 -9141.3
## - `4468394575` 1 0.20 9007.4 -9141.3
## - ac826f0013 1 0.20 9007.4 -9141.3
## - `8311343404` 1 0.26 9007.4 -9141.2
## - `7cb7913148_2` 1 0.27 9007.5 -9141.2
## - `3df2300fa2` 1 0.27 9007.5 -9141.2
## - `7cb7913148_7` 1 0.32 9007.5 -9141.1
## - dcfcbc2ea1 1 0.33 9007.5 -9141.1
## - `96e6f0be58` 1 0.38 9007.6 -9141.0
## - ee2ac696ff 1 0.39 9007.6 -9141.0
## - `25bbf0e7e7` 1 0.47 9007.7 -9140.8
## - `55cf3f7627` 1 0.48 9007.7 -9140.8
## - `8a21502326` 1 0.53 9007.7 -9140.7
## - `0e2ab0831c` 1 0.55 9007.7 -9140.7
## - `9b6e0b36c2` 1 0.58 9007.8 -9140.6
## - `2e874bc151` 1 0.77 9007.9 -9140.3
## - `7cb7913148_3` 1 0.80 9008.0 -9140.2
## - fe8cdd80ba 1 0.88 9008.1 -9140.1
## - `7cb7913148_4` 1 0.95 9008.1 -9139.9
## - fbf66c8021 1 0.97 9008.2 -9139.9
## - `7cb7913148_6` 1 1.01 9008.2 -9139.8
## - `0342faceb5` 1 1.03 9008.2 -9139.8
## - `0b846350ef` 1 1.05 9008.2 -9139.8
## - aa69c802b6 1 1.06 9008.2 -9139.8
## <none> 9007.2 -9139.6
## - `789b5244a9` 1 1.26 9008.4 -9139.4
## - `2bc6ab42f7` 1 1.29 9008.5 -9139.4
## - ed7e658a27 1 1.29 9008.5 -9139.3
## - ba54a2a637 1 1.33 9008.5 -9139.3
## - ffd1cdcfc1 1 1.44 9008.6 -9139.1
## - d4d6566f9c 1 1.56 9008.7 -9138.9
## - `55907cc1de` 1 1.69 9008.9 -9138.6
## - `63bcf89b1d` 1 1.77 9009.0 -9138.5
## - `7925993f42` 1 1.88 9009.1 -9138.3
## - `56371466d7` 1 1.92 9009.1 -9138.2
## - `3e200bf766` 1 1.94 9009.1 -9138.2
## - `04e7268385` 1 1.99 9009.2 -9138.1
## - `173b6590ae` 1 2.08 9009.3 -9137.9
## - e7ee22effb 1 2.11 9009.3 -9137.9
## + `2a457d15d9` 1 0.11 9007.1 -9137.9
## + `6516422788` 1 0.11 9007.1 -9137.8
## + `7841b6a5b1` 1 0.10 9007.1 -9137.8
## + `779d13189e` 1 0.08 9007.1 -9137.8
## + `7743f273c2` 1 0.07 9007.1 -9137.8
## + b709f75447 1 0.07 9007.1 -9137.8
## + `072b7e8f27` 1 0.06 9007.1 -9137.8
## + `7cb7913148_1` 1 0.05 9007.1 -9137.7
## + `4fc17427c8` 1 0.03 9007.1 -9137.7
## + a24802caa5 1 0.03 9007.2 -9137.7
## + d035af6ffa 1 0.02 9007.2 -9137.7
## + b9a487ac3c 1 0.01 9007.2 -9137.7
## + `7734c0c22f` 1 0.01 9007.2 -9137.7
## + `77b3b41efa` 1 0.01 9007.2 -9137.7
## - `96c30c7eef` 1 2.23 9009.4 -9137.7
## + `435dec85e2` 1 0.00 9007.2 -9137.7
## + `7cb7913148_5` 1 0.00 9007.2 -9137.7
## + fdf8628ca7 1 0.00 9007.2 -9137.7
## - `3eb53ae932` 1 2.35 9009.5 -9137.5
## - c1b8ce2354 1 2.35 9009.5 -9137.5
## - bdf934caa7 1 2.40 9009.6 -9137.4
## - f66b98dd69 1 2.61 9009.8 -9137.0
## - `384bec5dd1_1` 1 2.71 9009.9 -9136.8
## - `2719b72c0d` 1 2.71 9009.9 -9136.8
## - `98475257f7` 1 2.77 9010.0 -9136.7
## - `298ed82b22` 1 3.34 9010.5 -9135.7
## - `136c1727c3` 1 3.40 9010.6 -9135.6
## - `1fa099bb01` 1 3.78 9011.0 -9134.9
## - ae08d2297e 1 3.97 9011.1 -9134.6
## - `8de0382f02` 1 4.15 9011.3 -9134.2
## - b4112a94a6 1 4.15 9011.3 -9134.2
## - `1f222e3669` 1 4.26 9011.4 -9134.0
## - abca7a848f 1 4.40 9011.6 -9133.8
## - fe0318e273 1 4.89 9012.1 -9132.9
## - `65aed7dc1f` 1 6.34 9013.5 -9130.3
## - `49756d8e0f` 1 8.88 9016.1 -9125.8
## - `253eb5ef11` 1 12.91 9020.1 -9118.6
## - `60ec1426ce` 1 14.25 9021.4 -9116.2
## - `016399044a` 1 18.76 9025.9 -9108.2
## - c0c3df65b1 1 19.72 9026.9 -9106.5
## - `1f3058af83` 1 20.33 9027.5 -9105.4
## - `087235d61e` 1 24.60 9031.8 -9097.8
## - f0a0febd35 1 25.53 9032.7 -9096.1
## - `7fe6cb4c98` 1 36.83 9044.0 -9076.0
## - `87b982928b` 1 47.71 9054.9 -9056.7
## - a14fd026ce 1 49.25 9056.4 -9054.0
## - `5f360995ef` 1 53.37 9060.5 -9046.7
## - f013b60e50 1 53.93 9061.1 -9045.7
## - ea0f4a32e3 1 71.83 9079.0 -9013.9
## - `174825d438` 1 87.81 9095.0 -8985.7
## - `2d7fe4693a` 1 119.07 9126.2 -8930.5
## - `8f5f7c556a` 1 125.61 9132.8 -8919.0
## - `8c2e088a3d` 1 126.48 9133.7 -8917.4
## - e0a0772df0 1 174.81 9182.0 -8832.6
## - d2c775fa99 1 201.55 9208.7 -8785.8
## - beb6e17af1 1 284.48 9291.7 -8641.7
## - `5b862c0a8f` 1 298.43 9305.6 -8617.5
## - `9a575e82a4_1` 1 312.63 9319.8 -8593.0
## - `06888ceac9_1` 1 359.82 9367.0 -8511.8
## - `6db53d265a` 1 380.87 9388.1 -8475.7
## - e86a2190c1 1 388.58 9395.8 -8462.5
## - aee1e4fc85 1 446.47 9453.7 -8363.8
##
## Step: AIC=-9141.44
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_3` +
## `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + `8311343404` +
## e7ee22effb + `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## `55907cc1de` + `1f222e3669` + `789b5244a9` + `2e874bc151` +
## dcfcbc2ea1 + fbf66c8021 + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `12eda2d982` + c58f611921 + `99d44111c9` +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `4468394575` + ee2ac696ff +
## `55cf3f7627` + `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `12eda2d982` 1 0.17 9007.5 -9143.1
## - c58f611921 1 0.18 9007.5 -9143.1
## - `99d44111c9` 1 0.18 9007.5 -9143.1
## - `20f1afc5c7` 1 0.19 9007.5 -9143.1
## - `4468394575` 1 0.20 9007.5 -9143.1
## - ac826f0013 1 0.20 9007.5 -9143.1
## - `8311343404` 1 0.25 9007.6 -9143.0
## - `7cb7913148_2` 1 0.27 9007.6 -9143.0
## - `3df2300fa2` 1 0.27 9007.6 -9142.9
## - `7cb7913148_7` 1 0.32 9007.6 -9142.9
## - dcfcbc2ea1 1 0.33 9007.6 -9142.8
## - `96e6f0be58` 1 0.38 9007.7 -9142.8
## - ee2ac696ff 1 0.39 9007.7 -9142.7
## - `25bbf0e7e7` 1 0.47 9007.8 -9142.6
## - `55cf3f7627` 1 0.48 9007.8 -9142.6
## - `8a21502326` 1 0.53 9007.8 -9142.5
## - `0e2ab0831c` 1 0.55 9007.9 -9142.5
## - `9b6e0b36c2` 1 0.58 9007.9 -9142.4
## - `2e874bc151` 1 0.77 9008.1 -9142.1
## - `7cb7913148_3` 1 0.80 9008.1 -9142.0
## - fe8cdd80ba 1 0.87 9008.2 -9141.9
## - `7cb7913148_4` 1 0.95 9008.3 -9141.7
## - fbf66c8021 1 0.98 9008.3 -9141.7
## - `7cb7913148_6` 1 1.01 9008.3 -9141.6
## - `0342faceb5` 1 1.03 9008.3 -9141.6
## - `0b846350ef` 1 1.05 9008.4 -9141.6
## - aa69c802b6 1 1.06 9008.4 -9141.5
## <none> 9007.3 -9141.4
## - `789b5244a9` 1 1.25 9008.5 -9141.2
## - ed7e658a27 1 1.28 9008.6 -9141.1
## - `2bc6ab42f7` 1 1.29 9008.6 -9141.1
## - ba54a2a637 1 1.33 9008.6 -9141.1
## - ffd1cdcfc1 1 1.44 9008.7 -9140.9
## - d4d6566f9c 1 1.55 9008.9 -9140.7
## - `55907cc1de` 1 1.70 9009.0 -9140.4
## - `63bcf89b1d` 1 1.77 9009.1 -9140.3
## - `7925993f42` 1 1.88 9009.2 -9140.1
## - `56371466d7` 1 1.93 9009.2 -9140.0
## - `3e200bf766` 1 1.95 9009.2 -9140.0
## - `04e7268385` 1 1.99 9009.3 -9139.9
## - `173b6590ae` 1 2.09 9009.4 -9139.7
## - e7ee22effb 1 2.11 9009.4 -9139.7
## + e5efa4d39a 1 0.12 9007.2 -9139.6
## + `6516422788` 1 0.11 9007.2 -9139.6
## + `2a457d15d9` 1 0.11 9007.2 -9139.6
## + `7841b6a5b1` 1 0.10 9007.2 -9139.6
## + `779d13189e` 1 0.08 9007.2 -9139.6
## + `7743f273c2` 1 0.08 9007.2 -9139.6
## + b709f75447 1 0.07 9007.2 -9139.6
## + `072b7e8f27` 1 0.06 9007.2 -9139.5
## + `7cb7913148_1` 1 0.05 9007.3 -9139.5
## + `4fc17427c8` 1 0.03 9007.3 -9139.5
## + a24802caa5 1 0.03 9007.3 -9139.5
## + d035af6ffa 1 0.02 9007.3 -9139.5
## - `96c30c7eef` 1 2.22 9009.5 -9139.5
## + `7734c0c22f` 1 0.01 9007.3 -9139.5
## + b9a487ac3c 1 0.01 9007.3 -9139.5
## + `77b3b41efa` 1 0.01 9007.3 -9139.4
## + `435dec85e2` 1 0.00 9007.3 -9139.4
## + `7cb7913148_5` 1 0.00 9007.3 -9139.4
## + fdf8628ca7 1 0.00 9007.3 -9139.4
## - `3eb53ae932` 1 2.37 9009.7 -9139.2
## - c1b8ce2354 1 2.37 9009.7 -9139.2
## - bdf934caa7 1 2.39 9009.7 -9139.2
## - f66b98dd69 1 2.61 9009.9 -9138.8
## - `2719b72c0d` 1 2.70 9010.0 -9138.6
## - `384bec5dd1_1` 1 2.72 9010.0 -9138.6
## - `98475257f7` 1 2.76 9010.1 -9138.5
## - `298ed82b22` 1 3.35 9010.6 -9137.5
## - `136c1727c3` 1 3.39 9010.7 -9137.4
## - `1fa099bb01` 1 3.78 9011.1 -9136.7
## - ae08d2297e 1 3.97 9011.3 -9136.3
## - `8de0382f02` 1 4.15 9011.5 -9136.0
## - b4112a94a6 1 4.15 9011.5 -9136.0
## - `1f222e3669` 1 4.27 9011.6 -9135.8
## - abca7a848f 1 4.40 9011.7 -9135.6
## - fe0318e273 1 4.89 9012.2 -9134.7
## - `65aed7dc1f` 1 6.34 9013.6 -9132.1
## - `49756d8e0f` 1 8.88 9016.2 -9127.6
## - `29bbd86997` 1 8.93 9016.2 -9127.5
## - `253eb5ef11` 1 12.93 9020.2 -9120.4
## - `60ec1426ce` 1 14.22 9021.5 -9118.1
## - `016399044a` 1 18.77 9026.1 -9110.0
## - c0c3df65b1 1 19.71 9027.0 -9108.3
## - `1f3058af83` 1 20.34 9027.6 -9107.2
## - `087235d61e` 1 24.58 9031.9 -9099.6
## - f0a0febd35 1 25.51 9032.8 -9098.0
## - `7fe6cb4c98` 1 36.88 9044.2 -9077.7
## - `87b982928b` 1 47.67 9055.0 -9058.6
## - a14fd026ce 1 49.29 9056.6 -9055.7
## - `5f360995ef` 1 53.40 9060.7 -9048.4
## - f013b60e50 1 53.88 9061.2 -9047.5
## - ea0f4a32e3 1 71.78 9079.1 -9015.8
## - `174825d438` 1 87.82 9095.1 -8987.4
## - `2d7fe4693a` 1 119.20 9126.5 -8932.1
## - `8f5f7c556a` 1 125.58 9132.9 -8920.8
## - `8c2e088a3d` 1 126.55 9133.8 -8919.1
## - e0a0772df0 1 174.78 9182.1 -8834.4
## - d2c775fa99 1 201.66 9209.0 -8787.4
## - beb6e17af1 1 284.44 9291.7 -8643.5
## - `5b862c0a8f` 1 298.39 9305.7 -8619.4
## - `9a575e82a4_1` 1 312.67 9320.0 -8594.8
## - `06888ceac9_1` 1 360.01 9367.3 -8513.3
## - `6db53d265a` 1 380.87 9388.2 -8477.5
## - e86a2190c1 1 388.48 9395.8 -8464.5
## - aee1e4fc85 1 446.39 9453.7 -8365.7
##
## Step: AIC=-9143.14
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_3` +
## `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + `8311343404` +
## e7ee22effb + `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## `55907cc1de` + `1f222e3669` + `789b5244a9` + `2e874bc151` +
## dcfcbc2ea1 + fbf66c8021 + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `0342faceb5` + ac826f0013 +
## ba54a2a637 + `7925993f42` + `4468394575` + ee2ac696ff + `55cf3f7627` +
## `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - c58f611921 1 0.18 9007.6 -9144.8
## - `99d44111c9` 1 0.18 9007.6 -9144.8
## - `20f1afc5c7` 1 0.19 9007.7 -9144.8
## - `4468394575` 1 0.20 9007.7 -9144.8
## - ac826f0013 1 0.21 9007.7 -9144.8
## - `8311343404` 1 0.26 9007.7 -9144.7
## - `3df2300fa2` 1 0.27 9007.7 -9144.7
## - `7cb7913148_2` 1 0.27 9007.7 -9144.6
## - `7cb7913148_7` 1 0.33 9007.8 -9144.5
## - dcfcbc2ea1 1 0.33 9007.8 -9144.5
## - `96e6f0be58` 1 0.38 9007.8 -9144.5
## - ee2ac696ff 1 0.39 9007.9 -9144.4
## - `25bbf0e7e7` 1 0.46 9007.9 -9144.3
## - `55cf3f7627` 1 0.47 9007.9 -9144.3
## - `8a21502326` 1 0.52 9008.0 -9144.2
## - `0e2ab0831c` 1 0.55 9008.0 -9144.2
## - `9b6e0b36c2` 1 0.58 9008.0 -9144.1
## - `2e874bc151` 1 0.78 9008.2 -9143.8
## - `7cb7913148_3` 1 0.78 9008.2 -9143.7
## - fe8cdd80ba 1 0.87 9008.3 -9143.6
## - `7cb7913148_4` 1 0.96 9008.4 -9143.4
## - fbf66c8021 1 0.97 9008.4 -9143.4
## - `7cb7913148_6` 1 1.02 9008.5 -9143.3
## - `0342faceb5` 1 1.03 9008.5 -9143.3
## - `0b846350ef` 1 1.05 9008.5 -9143.3
## - aa69c802b6 1 1.06 9008.5 -9143.3
## <none> 9007.5 -9143.1
## - `789b5244a9` 1 1.24 9008.7 -9142.9
## - ed7e658a27 1 1.28 9008.7 -9142.9
## - `2bc6ab42f7` 1 1.29 9008.8 -9142.8
## - ba54a2a637 1 1.31 9008.8 -9142.8
## - ffd1cdcfc1 1 1.43 9008.9 -9142.6
## - d4d6566f9c 1 1.55 9009.0 -9142.4
## - `55907cc1de` 1 1.69 9009.2 -9142.1
## - `63bcf89b1d` 1 1.76 9009.2 -9142.0
## - `7925993f42` 1 1.89 9009.4 -9141.8
## - `56371466d7` 1 1.93 9009.4 -9141.7
## - `3e200bf766` 1 1.96 9009.4 -9141.6
## - `04e7268385` 1 1.99 9009.5 -9141.6
## + `12eda2d982` 1 0.17 9007.3 -9141.4
## - `173b6590ae` 1 2.09 9009.6 -9141.4
## - e7ee22effb 1 2.11 9009.6 -9141.4
## + e5efa4d39a 1 0.12 9007.3 -9141.3
## + `6516422788` 1 0.12 9007.4 -9141.3
## + `2a457d15d9` 1 0.11 9007.4 -9141.3
## + `7841b6a5b1` 1 0.10 9007.4 -9141.3
## + `779d13189e` 1 0.08 9007.4 -9141.3
## + `7743f273c2` 1 0.08 9007.4 -9141.3
## + b709f75447 1 0.07 9007.4 -9141.3
## + `072b7e8f27` 1 0.06 9007.4 -9141.3
## + `7cb7913148_1` 1 0.05 9007.4 -9141.2
## + `4fc17427c8` 1 0.03 9007.4 -9141.2
## + a24802caa5 1 0.03 9007.4 -9141.2
## + d035af6ffa 1 0.02 9007.4 -9141.2
## - `96c30c7eef` 1 2.23 9009.7 -9141.2
## + b9a487ac3c 1 0.01 9007.5 -9141.2
## + `7734c0c22f` 1 0.01 9007.5 -9141.2
## + `77b3b41efa` 1 0.01 9007.5 -9141.2
## + `435dec85e2` 1 0.00 9007.5 -9141.1
## + `7cb7913148_5` 1 0.00 9007.5 -9141.1
## + fdf8628ca7 1 0.00 9007.5 -9141.1
## - `3eb53ae932` 1 2.36 9009.8 -9140.9
## - c1b8ce2354 1 2.36 9009.8 -9140.9
## - bdf934caa7 1 2.38 9009.9 -9140.9
## - f66b98dd69 1 2.61 9010.1 -9140.5
## - `2719b72c0d` 1 2.71 9010.2 -9140.3
## - `384bec5dd1_1` 1 2.72 9010.2 -9140.3
## - `98475257f7` 1 2.75 9010.2 -9140.2
## - `298ed82b22` 1 3.35 9010.8 -9139.2
## - `136c1727c3` 1 3.40 9010.9 -9139.1
## - `1fa099bb01` 1 3.77 9011.2 -9138.4
## - ae08d2297e 1 3.97 9011.4 -9138.1
## - `8de0382f02` 1 4.15 9011.6 -9137.7
## - b4112a94a6 1 4.15 9011.6 -9137.7
## - `1f222e3669` 1 4.28 9011.7 -9137.5
## - abca7a848f 1 4.40 9011.9 -9137.3
## - fe0318e273 1 4.91 9012.4 -9136.4
## - `65aed7dc1f` 1 6.33 9013.8 -9133.9
## - `49756d8e0f` 1 8.88 9016.3 -9129.3
## - `29bbd86997` 1 8.93 9016.4 -9129.2
## - `253eb5ef11` 1 12.95 9020.4 -9122.0
## - `60ec1426ce` 1 14.23 9021.7 -9119.8
## - `016399044a` 1 18.77 9026.2 -9111.7
## - c0c3df65b1 1 19.73 9027.2 -9110.0
## - `1f3058af83` 1 20.34 9027.8 -9108.9
## - `087235d61e` 1 24.62 9032.1 -9101.3
## - f0a0febd35 1 25.53 9033.0 -9099.6
## - `7fe6cb4c98` 1 36.88 9044.3 -9079.4
## - `87b982928b` 1 47.73 9055.2 -9060.2
## - a14fd026ce 1 49.28 9056.7 -9057.4
## - `5f360995ef` 1 53.42 9060.9 -9050.1
## - f013b60e50 1 53.93 9061.4 -9049.2
## - ea0f4a32e3 1 71.74 9079.2 -9017.6
## - `174825d438` 1 87.79 9095.3 -8989.2
## - `2d7fe4693a` 1 119.25 9126.7 -8933.7
## - `8f5f7c556a` 1 125.57 9133.0 -8922.5
## - `8c2e088a3d` 1 126.50 9134.0 -8920.9
## - e0a0772df0 1 174.80 9182.3 -8836.1
## - d2c775fa99 1 201.72 9209.2 -8789.0
## - beb6e17af1 1 284.43 9291.9 -8645.3
## - `5b862c0a8f` 1 298.34 9305.8 -8621.2
## - `9a575e82a4_1` 1 312.57 9320.0 -8596.6
## - `06888ceac9_1` 1 360.08 9367.5 -8514.9
## - `6db53d265a` 1 380.73 9388.2 -8479.5
## - e86a2190c1 1 388.74 9396.2 -8465.8
## - aee1e4fc85 1 446.52 9454.0 -8367.2
##
## Step: AIC=-9144.82
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_3` +
## `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + `8311343404` +
## e7ee22effb + `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## `55907cc1de` + `1f222e3669` + `789b5244a9` + `2e874bc151` +
## dcfcbc2ea1 + fbf66c8021 + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `99d44111c9` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` +
## `4468394575` + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `20f1afc5c7` 1 0.20 9007.8 -9146.5
## - `4468394575` 1 0.20 9007.8 -9146.5
## - ac826f0013 1 0.21 9007.8 -9146.5
## - `8311343404` 1 0.25 9007.9 -9146.4
## - `3df2300fa2` 1 0.28 9007.9 -9146.3
## - `7cb7913148_2` 1 0.28 9007.9 -9146.3
## - dcfcbc2ea1 1 0.33 9008.0 -9146.2
## - `7cb7913148_7` 1 0.34 9008.0 -9146.2
## - `96e6f0be58` 1 0.38 9008.0 -9146.1
## - ee2ac696ff 1 0.39 9008.0 -9146.1
## - `55cf3f7627` 1 0.47 9008.1 -9146.0
## - `25bbf0e7e7` 1 0.47 9008.1 -9146.0
## - `8a21502326` 1 0.53 9008.2 -9145.9
## - `0e2ab0831c` 1 0.55 9008.2 -9145.8
## - `9b6e0b36c2` 1 0.57 9008.2 -9145.8
## - `2e874bc151` 1 0.78 9008.4 -9145.4
## - `7cb7913148_3` 1 0.78 9008.4 -9145.4
## - fe8cdd80ba 1 0.88 9008.5 -9145.3
## - `7cb7913148_4` 1 0.96 9008.6 -9145.1
## - fbf66c8021 1 0.97 9008.6 -9145.1
## - `7cb7913148_6` 1 1.02 9008.7 -9145.0
## - `0342faceb5` 1 1.04 9008.7 -9145.0
## - `0b846350ef` 1 1.06 9008.7 -9144.9
## - aa69c802b6 1 1.06 9008.7 -9144.9
## <none> 9007.6 -9144.8
## - `789b5244a9` 1 1.26 9008.9 -9144.6
## - ed7e658a27 1 1.29 9008.9 -9144.5
## - `2bc6ab42f7` 1 1.30 9008.9 -9144.5
## - ba54a2a637 1 1.32 9009.0 -9144.5
## - ffd1cdcfc1 1 1.45 9009.1 -9144.2
## - d4d6566f9c 1 1.54 9009.2 -9144.1
## - `55907cc1de` 1 1.69 9009.3 -9143.8
## - `63bcf89b1d` 1 1.77 9009.4 -9143.7
## - `7925993f42` 1 1.88 9009.5 -9143.5
## - `56371466d7` 1 1.92 9009.6 -9143.4
## - `3e200bf766` 1 1.97 9009.6 -9143.3
## - `04e7268385` 1 1.99 9009.6 -9143.3
## + c58f611921 1 0.18 9007.5 -9143.1
## + `12eda2d982` 1 0.16 9007.5 -9143.1
## - `173b6590ae` 1 2.10 9009.7 -9143.1
## - e7ee22effb 1 2.12 9009.8 -9143.0
## + e5efa4d39a 1 0.11 9007.5 -9143.0
## + `2a457d15d9` 1 0.11 9007.5 -9143.0
## + `6516422788` 1 0.11 9007.5 -9143.0
## + `7841b6a5b1` 1 0.10 9007.5 -9143.0
## + `779d13189e` 1 0.08 9007.6 -9143.0
## + `7743f273c2` 1 0.08 9007.6 -9143.0
## + b709f75447 1 0.07 9007.6 -9142.9
## + `072b7e8f27` 1 0.06 9007.6 -9142.9
## + `7cb7913148_1` 1 0.05 9007.6 -9142.9
## + `4fc17427c8` 1 0.03 9007.6 -9142.9
## + a24802caa5 1 0.03 9007.6 -9142.9
## + d035af6ffa 1 0.02 9007.6 -9142.9
## + b9a487ac3c 1 0.01 9007.6 -9142.8
## + `7734c0c22f` 1 0.01 9007.6 -9142.8
## - `96c30c7eef` 1 2.23 9009.9 -9142.8
## + `77b3b41efa` 1 0.01 9007.6 -9142.8
## + `435dec85e2` 1 0.00 9007.6 -9142.8
## + `7cb7913148_5` 1 0.00 9007.6 -9142.8
## + fdf8628ca7 1 0.00 9007.6 -9142.8
## - `3eb53ae932` 1 2.35 9010.0 -9142.6
## - c1b8ce2354 1 2.35 9010.0 -9142.6
## - bdf934caa7 1 2.37 9010.0 -9142.6
## - f66b98dd69 1 2.62 9010.3 -9142.2
## - `384bec5dd1_1` 1 2.70 9010.3 -9142.0
## - `2719b72c0d` 1 2.71 9010.4 -9142.0
## - `98475257f7` 1 2.75 9010.4 -9141.9
## - `298ed82b22` 1 3.36 9011.0 -9140.8
## - `136c1727c3` 1 3.39 9011.0 -9140.8
## - `1fa099bb01` 1 3.78 9011.4 -9140.1
## - ae08d2297e 1 3.98 9011.6 -9139.7
## - `8de0382f02` 1 4.16 9011.8 -9139.4
## - b4112a94a6 1 4.16 9011.8 -9139.4
## - `1f222e3669` 1 4.28 9011.9 -9139.2
## - abca7a848f 1 4.39 9012.0 -9139.0
## - fe0318e273 1 4.90 9012.5 -9138.1
## - `65aed7dc1f` 1 6.33 9014.0 -9135.5
## - `99d44111c9` 1 6.58 9014.2 -9135.1
## - `49756d8e0f` 1 8.93 9016.6 -9130.9
## - `29bbd86997` 1 8.96 9016.6 -9130.8
## - `253eb5ef11` 1 12.92 9020.6 -9123.8
## - `60ec1426ce` 1 14.22 9021.9 -9121.5
## - `016399044a` 1 18.78 9026.4 -9113.3
## - c0c3df65b1 1 19.66 9027.3 -9111.8
## - `1f3058af83` 1 20.34 9028.0 -9110.6
## - `087235d61e` 1 24.59 9032.2 -9103.0
## - f0a0febd35 1 25.53 9033.2 -9101.3
## - `7fe6cb4c98` 1 36.89 9044.5 -9081.1
## - `87b982928b` 1 47.75 9055.4 -9061.8
## - a14fd026ce 1 49.29 9056.9 -9059.1
## - `5f360995ef` 1 53.48 9061.1 -9051.6
## - f013b60e50 1 53.89 9061.5 -9050.9
## - ea0f4a32e3 1 71.70 9079.3 -9019.3
## - `174825d438` 1 87.82 9095.5 -8990.8
## - `2d7fe4693a` 1 119.24 9126.9 -8935.4
## - `8f5f7c556a` 1 125.55 9133.2 -8924.3
## - `8c2e088a3d` 1 126.40 9134.0 -8922.8
## - e0a0772df0 1 174.73 9182.4 -8837.9
## - d2c775fa99 1 201.68 9209.3 -8790.8
## - beb6e17af1 1 284.57 9292.2 -8646.7
## - `5b862c0a8f` 1 298.40 9306.0 -8622.8
## - `9a575e82a4_1` 1 312.65 9320.3 -8598.2
## - `06888ceac9_1` 1 360.14 9367.8 -8516.5
## - `6db53d265a` 1 380.57 9388.2 -8481.5
## - e86a2190c1 1 388.77 9396.4 -8467.4
## - aee1e4fc85 1 446.54 9454.2 -8368.9
##
## Step: AIC=-9146.47
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_3` +
## `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + `8311343404` +
## e7ee22effb + `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## `55907cc1de` + `1f222e3669` + `789b5244a9` + `2e874bc151` +
## dcfcbc2ea1 + fbf66c8021 + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `99d44111c9` + `0b846350ef` + `9b6e0b36c2` +
## `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` + `4468394575` +
## ee2ac696ff + `55cf3f7627` + `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `4468394575` 1 0.21 9008.0 -9148.1
## - ac826f0013 1 0.21 9008.1 -9148.1
## - `8311343404` 1 0.25 9008.1 -9148.0
## - `3df2300fa2` 1 0.27 9008.1 -9148.0
## - `7cb7913148_2` 1 0.28 9008.1 -9148.0
## - dcfcbc2ea1 1 0.32 9008.2 -9147.9
## - `7cb7913148_7` 1 0.34 9008.2 -9147.9
## - `96e6f0be58` 1 0.38 9008.2 -9147.8
## - ee2ac696ff 1 0.40 9008.2 -9147.8
## - `55cf3f7627` 1 0.47 9008.3 -9147.6
## - `25bbf0e7e7` 1 0.47 9008.3 -9147.6
## - `8a21502326` 1 0.53 9008.4 -9147.5
## - `0e2ab0831c` 1 0.54 9008.4 -9147.5
## - `9b6e0b36c2` 1 0.57 9008.4 -9147.5
## - `2e874bc151` 1 0.77 9008.6 -9147.1
## - `7cb7913148_3` 1 0.78 9008.6 -9147.1
## - fe8cdd80ba 1 0.88 9008.7 -9146.9
## - `7cb7913148_4` 1 0.95 9008.8 -9146.8
## - fbf66c8021 1 0.98 9008.8 -9146.7
## - `7cb7913148_6` 1 1.01 9008.9 -9146.7
## - `0342faceb5` 1 1.04 9008.9 -9146.6
## - `0b846350ef` 1 1.06 9008.9 -9146.6
## - aa69c802b6 1 1.07 9008.9 -9146.6
## <none> 9007.8 -9146.5
## - `789b5244a9` 1 1.26 9009.1 -9146.2
## - `2bc6ab42f7` 1 1.30 9009.1 -9146.2
## - ed7e658a27 1 1.30 9009.1 -9146.2
## - ba54a2a637 1 1.32 9009.2 -9146.1
## - ffd1cdcfc1 1 1.46 9009.3 -9145.9
## - d4d6566f9c 1 1.53 9009.4 -9145.7
## - `55907cc1de` 1 1.69 9009.5 -9145.5
## - `63bcf89b1d` 1 1.77 9009.6 -9145.3
## - `7925993f42` 1 1.88 9009.7 -9145.1
## - `56371466d7` 1 1.92 9009.8 -9145.0
## - `3e200bf766` 1 1.96 9009.8 -9145.0
## - `04e7268385` 1 1.97 9009.8 -9145.0
## + `20f1afc5c7` 1 0.20 9007.6 -9144.8
## + c58f611921 1 0.18 9007.7 -9144.8
## + `12eda2d982` 1 0.16 9007.7 -9144.8
## - `173b6590ae` 1 2.09 9009.9 -9144.7
## - e7ee22effb 1 2.13 9010.0 -9144.7
## + e5efa4d39a 1 0.11 9007.7 -9144.7
## + `6516422788` 1 0.11 9007.7 -9144.7
## + `2a457d15d9` 1 0.11 9007.7 -9144.7
## + `7841b6a5b1` 1 0.10 9007.7 -9144.6
## + `779d13189e` 1 0.08 9007.8 -9144.6
## + `7743f273c2` 1 0.08 9007.8 -9144.6
## + b709f75447 1 0.06 9007.8 -9144.6
## + `072b7e8f27` 1 0.06 9007.8 -9144.6
## + `7cb7913148_1` 1 0.05 9007.8 -9144.6
## + `4fc17427c8` 1 0.03 9007.8 -9144.5
## + a24802caa5 1 0.03 9007.8 -9144.5
## + d035af6ffa 1 0.02 9007.8 -9144.5
## + `7734c0c22f` 1 0.01 9007.8 -9144.5
## + b9a487ac3c 1 0.01 9007.8 -9144.5
## + `77b3b41efa` 1 0.01 9007.8 -9144.5
## + `435dec85e2` 1 0.00 9007.8 -9144.5
## + `7cb7913148_5` 1 0.00 9007.8 -9144.5
## + fdf8628ca7 1 0.00 9007.8 -9144.5
## - `96c30c7eef` 1 2.25 9010.1 -9144.5
## - `3eb53ae932` 1 2.36 9010.2 -9144.3
## - c1b8ce2354 1 2.36 9010.2 -9144.3
## - bdf934caa7 1 2.39 9010.2 -9144.2
## - f66b98dd69 1 2.62 9010.5 -9143.8
## - `2719b72c0d` 1 2.72 9010.6 -9143.6
## - `384bec5dd1_1` 1 2.72 9010.6 -9143.6
## - `98475257f7` 1 2.77 9010.6 -9143.5
## - `298ed82b22` 1 3.37 9011.2 -9142.5
## - `136c1727c3` 1 3.40 9011.2 -9142.4
## - `1fa099bb01` 1 3.80 9011.6 -9141.7
## - ae08d2297e 1 3.97 9011.8 -9141.4
## - `8de0382f02` 1 4.18 9012.0 -9141.0
## - b4112a94a6 1 4.18 9012.0 -9141.0
## - `1f222e3669` 1 4.26 9012.1 -9140.9
## - abca7a848f 1 4.38 9012.2 -9140.6
## - fe0318e273 1 4.90 9012.7 -9139.7
## - `65aed7dc1f` 1 6.33 9014.2 -9137.2
## - `99d44111c9` 1 6.58 9014.4 -9136.7
## - `49756d8e0f` 1 8.94 9016.8 -9132.5
## - `29bbd86997` 1 8.97 9016.8 -9132.5
## - `253eb5ef11` 1 12.91 9020.8 -9125.4
## - `60ec1426ce` 1 14.24 9022.1 -9123.1
## - `016399044a` 1 18.76 9026.6 -9115.0
## - c0c3df65b1 1 19.64 9027.5 -9113.4
## - `1f3058af83` 1 20.33 9028.2 -9112.2
## - `087235d61e` 1 24.56 9032.4 -9104.7
## - f0a0febd35 1 25.57 9033.4 -9102.9
## - `7fe6cb4c98` 1 36.90 9044.7 -9082.7
## - `87b982928b` 1 47.72 9055.6 -9063.5
## - a14fd026ce 1 49.30 9057.1 -9060.7
## - `5f360995ef` 1 53.44 9061.3 -9053.4
## - f013b60e50 1 53.89 9061.7 -9052.6
## - ea0f4a32e3 1 71.70 9079.5 -9021.0
## - `174825d438` 1 87.76 9095.6 -8992.6
## - `2d7fe4693a` 1 119.20 9127.0 -8937.1
## - `8f5f7c556a` 1 125.64 9133.5 -8925.8
## - `8c2e088a3d` 1 126.42 9134.3 -8924.4
## - e0a0772df0 1 174.70 9182.5 -8839.6
## - d2c775fa99 1 201.63 9209.5 -8792.5
## - beb6e17af1 1 284.60 9292.4 -8648.3
## - `5b862c0a8f` 1 298.54 9306.4 -8624.2
## - `9a575e82a4_1` 1 312.55 9320.4 -8600.0
## - `06888ceac9_1` 1 360.22 9368.1 -8518.0
## - `6db53d265a` 1 380.57 9388.4 -8483.1
## - e86a2190c1 1 388.72 9396.6 -8469.2
## - aee1e4fc85 1 446.68 9454.5 -8370.3
##
## Step: AIC=-9148.1
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_3` +
## `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + `8311343404` +
## e7ee22effb + `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## `55907cc1de` + `1f222e3669` + `789b5244a9` + `2e874bc151` +
## dcfcbc2ea1 + fbf66c8021 + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `99d44111c9` + `0b846350ef` + `9b6e0b36c2` +
## `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` + ee2ac696ff +
## `55cf3f7627` + `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - ac826f0013 1 0.21 9008.3 -9149.7
## - `8311343404` 1 0.26 9008.3 -9149.6
## - `3df2300fa2` 1 0.27 9008.3 -9149.6
## - `7cb7913148_2` 1 0.28 9008.3 -9149.6
## - dcfcbc2ea1 1 0.32 9008.4 -9149.5
## - `7cb7913148_7` 1 0.35 9008.4 -9149.5
## - `96e6f0be58` 1 0.38 9008.4 -9149.4
## - ee2ac696ff 1 0.40 9008.5 -9149.4
## - `55cf3f7627` 1 0.46 9008.5 -9149.3
## - `25bbf0e7e7` 1 0.47 9008.5 -9149.3
## - `8a21502326` 1 0.54 9008.6 -9149.1
## - `0e2ab0831c` 1 0.54 9008.6 -9149.1
## - `9b6e0b36c2` 1 0.57 9008.6 -9149.1
## - `2e874bc151` 1 0.77 9008.8 -9148.7
## - `7cb7913148_3` 1 0.78 9008.8 -9148.7
## - fe8cdd80ba 1 0.88 9008.9 -9148.5
## - `7cb7913148_4` 1 0.95 9009.0 -9148.4
## - fbf66c8021 1 0.97 9009.0 -9148.4
## - `7cb7913148_6` 1 1.02 9009.1 -9148.3
## - `0342faceb5` 1 1.03 9009.1 -9148.3
## - `0b846350ef` 1 1.04 9009.1 -9148.2
## - aa69c802b6 1 1.08 9009.1 -9148.2
## <none> 9008.0 -9148.1
## - `789b5244a9` 1 1.27 9009.3 -9147.8
## - `2bc6ab42f7` 1 1.30 9009.3 -9147.8
## - ed7e658a27 1 1.31 9009.4 -9147.8
## - ba54a2a637 1 1.31 9009.4 -9147.8
## - ffd1cdcfc1 1 1.45 9009.5 -9147.5
## - d4d6566f9c 1 1.54 9009.6 -9147.4
## - `55907cc1de` 1 1.69 9009.7 -9147.1
## - `63bcf89b1d` 1 1.75 9009.8 -9147.0
## - `7925993f42` 1 1.88 9009.9 -9146.7
## - `56371466d7` 1 1.92 9010.0 -9146.7
## - `04e7268385` 1 1.96 9010.0 -9146.6
## - `3e200bf766` 1 1.96 9010.0 -9146.6
## + `4468394575` 1 0.21 9007.8 -9146.5
## + `20f1afc5c7` 1 0.20 9007.8 -9146.5
## + c58f611921 1 0.19 9007.9 -9146.4
## + `12eda2d982` 1 0.16 9007.9 -9146.4
## - `173b6590ae` 1 2.09 9010.1 -9146.4
## - e7ee22effb 1 2.10 9010.2 -9146.3
## + e5efa4d39a 1 0.11 9007.9 -9146.3
## + `6516422788` 1 0.11 9007.9 -9146.3
## + `2a457d15d9` 1 0.11 9007.9 -9146.3
## + `7841b6a5b1` 1 0.10 9008.0 -9146.3
## + `7743f273c2` 1 0.08 9008.0 -9146.2
## + `779d13189e` 1 0.08 9008.0 -9146.2
## + b709f75447 1 0.06 9008.0 -9146.2
## + `072b7e8f27` 1 0.06 9008.0 -9146.2
## + `7cb7913148_1` 1 0.05 9008.0 -9146.2
## + `4fc17427c8` 1 0.03 9008.0 -9146.2
## + a24802caa5 1 0.03 9008.0 -9146.1
## + d035af6ffa 1 0.02 9008.0 -9146.1
## + b9a487ac3c 1 0.01 9008.0 -9146.1
## + `7734c0c22f` 1 0.01 9008.0 -9146.1
## + `77b3b41efa` 1 0.01 9008.0 -9146.1
## + `435dec85e2` 1 0.00 9008.0 -9146.1
## + `7cb7913148_5` 1 0.00 9008.0 -9146.1
## + fdf8628ca7 1 0.00 9008.0 -9146.1
## - `96c30c7eef` 1 2.25 9010.3 -9146.1
## - `3eb53ae932` 1 2.38 9010.4 -9145.9
## - c1b8ce2354 1 2.38 9010.4 -9145.9
## - bdf934caa7 1 2.39 9010.4 -9145.8
## - f66b98dd69 1 2.60 9010.7 -9145.5
## - `2719b72c0d` 1 2.70 9010.8 -9145.3
## - `384bec5dd1_1` 1 2.71 9010.8 -9145.3
## - `98475257f7` 1 2.76 9010.8 -9145.2
## - `298ed82b22` 1 3.37 9011.4 -9144.1
## - `136c1727c3` 1 3.41 9011.5 -9144.0
## - `1fa099bb01` 1 3.78 9011.8 -9143.4
## - ae08d2297e 1 3.95 9012.0 -9143.0
## - `8de0382f02` 1 4.19 9012.2 -9142.6
## - b4112a94a6 1 4.19 9012.2 -9142.6
## - `1f222e3669` 1 4.27 9012.3 -9142.5
## - abca7a848f 1 4.37 9012.4 -9142.3
## - fe0318e273 1 4.88 9012.9 -9141.4
## - `65aed7dc1f` 1 6.36 9014.4 -9138.8
## - `99d44111c9` 1 6.56 9014.6 -9138.4
## - `49756d8e0f` 1 8.93 9017.0 -9134.2
## - `29bbd86997` 1 8.94 9017.0 -9134.1
## - `253eb5ef11` 1 12.92 9021.0 -9127.0
## - `60ec1426ce` 1 14.23 9022.3 -9124.7
## - `016399044a` 1 18.78 9026.8 -9116.6
## - c0c3df65b1 1 19.62 9027.7 -9115.1
## - `1f3058af83` 1 20.30 9028.3 -9113.9
## - `087235d61e` 1 24.60 9032.7 -9106.2
## - f0a0febd35 1 25.57 9033.6 -9104.5
## - `7fe6cb4c98` 1 36.89 9044.9 -9084.4
## - `87b982928b` 1 47.72 9055.8 -9065.1
## - a14fd026ce 1 49.26 9057.3 -9062.4
## - `5f360995ef` 1 53.51 9061.6 -9054.9
## - f013b60e50 1 53.91 9062.0 -9054.2
## - ea0f4a32e3 1 71.88 9079.9 -9022.3
## - `174825d438` 1 87.90 9096.0 -8994.0
## - `2d7fe4693a` 1 119.31 9127.4 -8938.5
## - `8f5f7c556a` 1 125.60 9133.6 -8927.5
## - `8c2e088a3d` 1 126.45 9134.5 -8926.0
## - e0a0772df0 1 174.74 9182.8 -8841.2
## - d2c775fa99 1 201.62 9209.7 -8794.2
## - beb6e17af1 1 284.55 9292.6 -8650.0
## - `5b862c0a8f` 1 298.37 9306.4 -8626.2
## - `9a575e82a4_1` 1 312.53 9320.6 -8601.7
## - `06888ceac9_1` 1 360.07 9368.1 -8519.9
## - `6db53d265a` 1 380.63 9388.7 -8484.7
## - e86a2190c1 1 388.85 9396.9 -8470.6
## - aee1e4fc85 1 446.64 9454.7 -8372.0
##
## Step: AIC=-9149.72
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_3` +
## `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + `8311343404` +
## e7ee22effb + `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## `55907cc1de` + `1f222e3669` + `789b5244a9` + `2e874bc151` +
## dcfcbc2ea1 + fbf66c8021 + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `99d44111c9` + `0b846350ef` + `9b6e0b36c2` +
## `0342faceb5` + ba54a2a637 + `7925993f42` + ee2ac696ff + `55cf3f7627` +
## `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `8311343404` 1 0.26 9008.5 -9151.3
## - `3df2300fa2` 1 0.26 9008.5 -9151.3
## - `7cb7913148_2` 1 0.27 9008.5 -9151.2
## - dcfcbc2ea1 1 0.33 9008.6 -9151.1
## - `7cb7913148_7` 1 0.35 9008.6 -9151.1
## - `96e6f0be58` 1 0.37 9008.6 -9151.1
## - ee2ac696ff 1 0.40 9008.7 -9151.0
## - `55cf3f7627` 1 0.47 9008.7 -9150.9
## - `25bbf0e7e7` 1 0.47 9008.7 -9150.9
## - `8a21502326` 1 0.53 9008.8 -9150.8
## - `0e2ab0831c` 1 0.54 9008.8 -9150.7
## - `9b6e0b36c2` 1 0.58 9008.8 -9150.7
## - `2e874bc151` 1 0.77 9009.0 -9150.3
## - `7cb7913148_3` 1 0.78 9009.0 -9150.3
## - fe8cdd80ba 1 0.89 9009.1 -9150.1
## - `7cb7913148_4` 1 0.95 9009.2 -9150.0
## - fbf66c8021 1 0.96 9009.2 -9150.0
## - `7cb7913148_6` 1 1.02 9009.3 -9149.9
## - `0b846350ef` 1 1.03 9009.3 -9149.9
## - `0342faceb5` 1 1.04 9009.3 -9149.9
## - aa69c802b6 1 1.08 9009.3 -9149.8
## <none> 9008.3 -9149.7
## - `789b5244a9` 1 1.26 9009.5 -9149.5
## - ed7e658a27 1 1.29 9009.6 -9149.4
## - `2bc6ab42f7` 1 1.32 9009.6 -9149.4
## - ba54a2a637 1 1.32 9009.6 -9149.4
## - ffd1cdcfc1 1 1.46 9009.7 -9149.1
## - d4d6566f9c 1 1.53 9009.8 -9149.0
## - `63bcf89b1d` 1 1.75 9010.0 -9148.6
## - `7925993f42` 1 1.88 9010.1 -9148.4
## - `56371466d7` 1 1.92 9010.2 -9148.3
## - `3e200bf766` 1 1.97 9010.2 -9148.2
## - `04e7268385` 1 1.98 9010.2 -9148.2
## - `55907cc1de` 1 1.98 9010.2 -9148.2
## + ac826f0013 1 0.21 9008.0 -9148.1
## + `4468394575` 1 0.21 9008.1 -9148.1
## + `20f1afc5c7` 1 0.21 9008.1 -9148.1
## + c58f611921 1 0.19 9008.1 -9148.0
## + `12eda2d982` 1 0.17 9008.1 -9148.0
## - `173b6590ae` 1 2.08 9010.3 -9148.0
## - e7ee22effb 1 2.09 9010.4 -9148.0
## + e5efa4d39a 1 0.11 9008.1 -9147.9
## + `6516422788` 1 0.11 9008.2 -9147.9
## + `2a457d15d9` 1 0.11 9008.2 -9147.9
## + `7841b6a5b1` 1 0.10 9008.2 -9147.9
## + `7743f273c2` 1 0.08 9008.2 -9147.9
## + `779d13189e` 1 0.08 9008.2 -9147.9
## + b709f75447 1 0.07 9008.2 -9147.8
## + `072b7e8f27` 1 0.06 9008.2 -9147.8
## + `7cb7913148_1` 1 0.05 9008.2 -9147.8
## + `4fc17427c8` 1 0.03 9008.2 -9147.8
## + a24802caa5 1 0.03 9008.2 -9147.8
## + d035af6ffa 1 0.02 9008.2 -9147.8
## + b9a487ac3c 1 0.01 9008.3 -9147.7
## + `7734c0c22f` 1 0.01 9008.3 -9147.7
## + `77b3b41efa` 1 0.01 9008.3 -9147.7
## + `435dec85e2` 1 0.00 9008.3 -9147.7
## + `7cb7913148_5` 1 0.00 9008.3 -9147.7
## + fdf8628ca7 1 0.00 9008.3 -9147.7
## - `96c30c7eef` 1 2.26 9010.5 -9147.7
## - `3eb53ae932` 1 2.39 9010.7 -9147.5
## - c1b8ce2354 1 2.39 9010.7 -9147.5
## - bdf934caa7 1 2.40 9010.7 -9147.4
## - f66b98dd69 1 2.60 9010.9 -9147.1
## - `2719b72c0d` 1 2.70 9011.0 -9146.9
## - `384bec5dd1_1` 1 2.70 9011.0 -9146.9
## - `98475257f7` 1 2.77 9011.0 -9146.8
## - `298ed82b22` 1 3.37 9011.6 -9145.7
## - `136c1727c3` 1 3.43 9011.7 -9145.6
## - `1fa099bb01` 1 3.78 9012.0 -9145.0
## - ae08d2297e 1 3.97 9012.2 -9144.6
## - `8de0382f02` 1 4.19 9012.5 -9144.2
## - b4112a94a6 1 4.19 9012.5 -9144.2
## - `1f222e3669` 1 4.26 9012.5 -9144.1
## - abca7a848f 1 4.38 9012.6 -9143.9
## - fe0318e273 1 4.84 9013.1 -9143.1
## - `65aed7dc1f` 1 6.36 9014.6 -9140.4
## - `99d44111c9` 1 6.58 9014.8 -9140.0
## - `49756d8e0f` 1 8.92 9017.2 -9135.8
## - `29bbd86997` 1 8.93 9017.2 -9135.8
## - `253eb5ef11` 1 12.90 9021.2 -9128.7
## - `60ec1426ce` 1 14.24 9022.5 -9126.3
## - `016399044a` 1 18.80 9027.1 -9118.2
## - c0c3df65b1 1 19.61 9027.9 -9116.8
## - `1f3058af83` 1 20.31 9028.6 -9115.5
## - `087235d61e` 1 24.60 9032.9 -9107.9
## - f0a0febd35 1 25.53 9033.8 -9106.2
## - `7fe6cb4c98` 1 36.89 9045.2 -9086.0
## - `87b982928b` 1 47.69 9056.0 -9066.8
## - a14fd026ce 1 49.32 9057.6 -9063.9
## - `5f360995ef` 1 53.52 9061.8 -9056.5
## - f013b60e50 1 53.92 9062.2 -9055.8
## - ea0f4a32e3 1 71.78 9080.0 -9024.1
## - `174825d438` 1 87.99 9096.3 -8995.4
## - `2d7fe4693a` 1 119.36 9127.6 -8940.1
## - `8f5f7c556a` 1 125.50 9133.8 -8929.3
## - `8c2e088a3d` 1 126.46 9134.7 -8927.6
## - e0a0772df0 1 174.88 9183.1 -8842.6
## - d2c775fa99 1 201.79 9210.1 -8795.5
## - beb6e17af1 1 284.87 9293.1 -8651.1
## - `5b862c0a8f` 1 298.66 9306.9 -8627.3
## - `9a575e82a4_1` 1 312.54 9320.8 -8603.3
## - `06888ceac9_1` 1 359.87 9368.1 -8521.9
## - `6db53d265a` 1 380.72 9389.0 -8486.1
## - e86a2190c1 1 388.96 9397.2 -8472.0
## - aee1e4fc85 1 446.98 9455.2 -8373.1
##
## Step: AIC=-9151.26
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_3` +
## `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## fbf66c8021 + b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `99d44111c9` + `0b846350ef` + `9b6e0b36c2` + `0342faceb5` +
## ba54a2a637 + `7925993f42` + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `3df2300fa2` 1 0.26 9008.8 -9152.8
## - `7cb7913148_2` 1 0.26 9008.8 -9152.8
## - dcfcbc2ea1 1 0.32 9008.8 -9152.7
## - `7cb7913148_7` 1 0.35 9008.9 -9152.6
## - `96e6f0be58` 1 0.36 9008.9 -9152.6
## - ee2ac696ff 1 0.40 9008.9 -9152.5
## - `25bbf0e7e7` 1 0.46 9009.0 -9152.4
## - `55cf3f7627` 1 0.47 9009.0 -9152.4
## - `8a21502326` 1 0.52 9009.0 -9152.3
## - `0e2ab0831c` 1 0.53 9009.1 -9152.3
## - `9b6e0b36c2` 1 0.58 9009.1 -9152.2
## - `2e874bc151` 1 0.77 9009.3 -9151.9
## - `7cb7913148_3` 1 0.79 9009.3 -9151.8
## - fe8cdd80ba 1 0.89 9009.4 -9151.7
## - `7cb7913148_4` 1 0.94 9009.5 -9151.6
## - fbf66c8021 1 0.96 9009.5 -9151.5
## - `7cb7913148_6` 1 1.00 9009.5 -9151.5
## - `0b846350ef` 1 1.03 9009.6 -9151.4
## - `0342faceb5` 1 1.04 9009.6 -9151.4
## - aa69c802b6 1 1.08 9009.6 -9151.3
## <none> 9008.5 -9151.3
## - `789b5244a9` 1 1.25 9009.8 -9151.0
## - ed7e658a27 1 1.28 9009.8 -9151.0
## - `2bc6ab42f7` 1 1.30 9009.8 -9150.9
## - ba54a2a637 1 1.31 9009.8 -9150.9
## - ffd1cdcfc1 1 1.46 9010.0 -9150.6
## - d4d6566f9c 1 1.53 9010.1 -9150.5
## - `63bcf89b1d` 1 1.75 9010.3 -9150.1
## - `7925993f42` 1 1.87 9010.4 -9149.9
## - `56371466d7` 1 1.93 9010.4 -9149.8
## - `55907cc1de` 1 1.97 9010.5 -9149.7
## - `04e7268385` 1 1.98 9010.5 -9149.7
## - `3e200bf766` 1 1.98 9010.5 -9149.7
## + `8311343404` 1 0.26 9008.3 -9149.7
## + ac826f0013 1 0.22 9008.3 -9149.6
## + `4468394575` 1 0.22 9008.3 -9149.6
## + `20f1afc5c7` 1 0.21 9008.3 -9149.6
## + c58f611921 1 0.18 9008.3 -9149.6
## + `12eda2d982` 1 0.17 9008.4 -9149.6
## - e7ee22effb 1 2.09 9010.6 -9149.5
## - `173b6590ae` 1 2.10 9010.6 -9149.5
## + `6516422788` 1 0.11 9008.4 -9149.5
## + e5efa4d39a 1 0.11 9008.4 -9149.5
## + `2a457d15d9` 1 0.11 9008.4 -9149.5
## + `7841b6a5b1` 1 0.10 9008.4 -9149.4
## + `7743f273c2` 1 0.08 9008.4 -9149.4
## + `779d13189e` 1 0.08 9008.4 -9149.4
## + b709f75447 1 0.06 9008.5 -9149.4
## + `072b7e8f27` 1 0.06 9008.5 -9149.4
## + `7cb7913148_1` 1 0.05 9008.5 -9149.3
## + `4fc17427c8` 1 0.03 9008.5 -9149.3
## + a24802caa5 1 0.03 9008.5 -9149.3
## + d035af6ffa 1 0.02 9008.5 -9149.3
## + b9a487ac3c 1 0.01 9008.5 -9149.3
## + `7734c0c22f` 1 0.01 9008.5 -9149.3
## + `77b3b41efa` 1 0.01 9008.5 -9149.3
## + `435dec85e2` 1 0.00 9008.5 -9149.3
## + `7cb7913148_5` 1 0.00 9008.5 -9149.3
## + fdf8628ca7 1 0.00 9008.5 -9149.3
## - `96c30c7eef` 1 2.26 9010.8 -9149.2
## - `3eb53ae932` 1 2.39 9010.9 -9149.0
## - c1b8ce2354 1 2.39 9010.9 -9149.0
## - bdf934caa7 1 2.40 9010.9 -9149.0
## - f66b98dd69 1 2.61 9011.1 -9148.6
## - `384bec5dd1_1` 1 2.69 9011.2 -9148.5
## - `2719b72c0d` 1 2.71 9011.2 -9148.4
## - `98475257f7` 1 2.81 9011.3 -9148.2
## - `298ed82b22` 1 3.37 9011.9 -9147.2
## - `136c1727c3` 1 3.43 9012.0 -9147.1
## - `1fa099bb01` 1 3.81 9012.3 -9146.5
## - ae08d2297e 1 3.97 9012.5 -9146.2
## - `8de0382f02` 1 4.19 9012.7 -9145.8
## - b4112a94a6 1 4.19 9012.7 -9145.8
## - `1f222e3669` 1 4.23 9012.7 -9145.7
## - abca7a848f 1 4.38 9012.9 -9145.4
## - fe0318e273 1 4.83 9013.4 -9144.6
## - `65aed7dc1f` 1 6.39 9014.9 -9141.9
## - `99d44111c9` 1 6.61 9015.1 -9141.5
## - `49756d8e0f` 1 8.91 9017.4 -9137.4
## - `29bbd86997` 1 8.95 9017.5 -9137.3
## - `253eb5ef11` 1 12.91 9021.4 -9130.2
## - `60ec1426ce` 1 14.19 9022.7 -9127.9
## - `016399044a` 1 18.78 9027.3 -9119.8
## - c0c3df65b1 1 19.59 9028.1 -9118.3
## - `1f3058af83` 1 20.27 9028.8 -9117.1
## - `087235d61e` 1 24.54 9033.1 -9109.5
## - f0a0febd35 1 25.60 9034.1 -9107.6
## - `7fe6cb4c98` 1 36.95 9045.5 -9087.4
## - `87b982928b` 1 47.67 9056.2 -9068.4
## - a14fd026ce 1 49.47 9058.0 -9065.2
## - `5f360995ef` 1 53.67 9062.2 -9057.7
## - f013b60e50 1 53.87 9062.4 -9057.4
## - ea0f4a32e3 1 71.80 9080.3 -9025.6
## - `174825d438` 1 87.98 9096.5 -8997.0
## - `2d7fe4693a` 1 119.37 9127.9 -8941.6
## - `8f5f7c556a` 1 125.46 9134.0 -8930.9
## - `8c2e088a3d` 1 126.48 9135.0 -8929.1
## - e0a0772df0 1 174.70 9183.2 -8844.4
## - d2c775fa99 1 201.84 9210.4 -8797.0
## - beb6e17af1 1 284.87 9293.4 -8652.7
## - `5b862c0a8f` 1 298.68 9307.2 -8628.8
## - `9a575e82a4_1` 1 312.59 9321.1 -8604.8
## - `06888ceac9_1` 1 359.96 9368.5 -8523.3
## - `6db53d265a` 1 380.70 9389.2 -8487.7
## - e86a2190c1 1 389.06 9397.6 -8473.4
## - aee1e4fc85 1 447.11 9455.6 -8374.4
##
## Step: AIC=-9152.8
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_3` +
## `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## d4d6566f9c + `04e7268385` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + fbf66c8021 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + `99d44111c9` +
## `0b846350ef` + `9b6e0b36c2` + `0342faceb5` + ba54a2a637 +
## `7925993f42` + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `96e6f0be58` 1 0.16 9008.9 -9154.5
## - `7cb7913148_2` 1 0.27 9009.0 -9154.3
## - dcfcbc2ea1 1 0.33 9009.1 -9154.2
## - `7cb7913148_7` 1 0.35 9009.1 -9154.2
## - ee2ac696ff 1 0.40 9009.2 -9154.1
## - `25bbf0e7e7` 1 0.46 9009.2 -9154.0
## - `55cf3f7627` 1 0.47 9009.3 -9154.0
## - `8a21502326` 1 0.52 9009.3 -9153.9
## - `0e2ab0831c` 1 0.54 9009.3 -9153.8
## - `9b6e0b36c2` 1 0.58 9009.4 -9153.8
## - `2e874bc151` 1 0.76 9009.5 -9153.5
## - `7cb7913148_3` 1 0.78 9009.6 -9153.4
## - fe8cdd80ba 1 0.88 9009.7 -9153.2
## - `7cb7913148_4` 1 0.94 9009.7 -9153.1
## - fbf66c8021 1 0.96 9009.7 -9153.1
## - `7cb7913148_6` 1 1.01 9009.8 -9153.0
## - `0b846350ef` 1 1.03 9009.8 -9153.0
## - `0342faceb5` 1 1.03 9009.8 -9153.0
## - aa69c802b6 1 1.08 9009.9 -9152.9
## <none> 9008.8 -9152.8
## - `789b5244a9` 1 1.24 9010.0 -9152.6
## - ed7e658a27 1 1.28 9010.1 -9152.5
## - `2bc6ab42f7` 1 1.30 9010.1 -9152.5
## - ba54a2a637 1 1.31 9010.1 -9152.5
## - ffd1cdcfc1 1 1.47 9010.2 -9152.2
## - d4d6566f9c 1 1.53 9010.3 -9152.1
## - `63bcf89b1d` 1 1.75 9010.5 -9151.7
## - `7925993f42` 1 1.86 9010.6 -9151.5
## - `56371466d7` 1 1.92 9010.7 -9151.4
## - `04e7268385` 1 1.97 9010.7 -9151.3
## - `55907cc1de` 1 1.98 9010.8 -9151.3
## - `3e200bf766` 1 1.98 9010.8 -9151.3
## + `3df2300fa2` 1 0.26 9008.5 -9151.3
## + `8311343404` 1 0.25 9008.5 -9151.3
## + `4468394575` 1 0.22 9008.6 -9151.2
## + ac826f0013 1 0.20 9008.6 -9151.2
## + `20f1afc5c7` 1 0.20 9008.6 -9151.2
## + c58f611921 1 0.19 9008.6 -9151.1
## + `12eda2d982` 1 0.17 9008.6 -9151.1
## - e7ee22effb 1 2.08 9010.9 -9151.1
## - `173b6590ae` 1 2.09 9010.9 -9151.1
## + `6516422788` 1 0.11 9008.7 -9151.0
## + e5efa4d39a 1 0.11 9008.7 -9151.0
## + `2a457d15d9` 1 0.11 9008.7 -9151.0
## + `7841b6a5b1` 1 0.10 9008.7 -9151.0
## + `7743f273c2` 1 0.08 9008.7 -9150.9
## + `779d13189e` 1 0.07 9008.7 -9150.9
## + b709f75447 1 0.06 9008.7 -9150.9
## + `072b7e8f27` 1 0.06 9008.7 -9150.9
## + `7cb7913148_1` 1 0.05 9008.7 -9150.9
## + `4fc17427c8` 1 0.03 9008.7 -9150.9
## + a24802caa5 1 0.03 9008.8 -9150.8
## + d035af6ffa 1 0.02 9008.8 -9150.8
## + b9a487ac3c 1 0.01 9008.8 -9150.8
## + `7734c0c22f` 1 0.01 9008.8 -9150.8
## + `77b3b41efa` 1 0.01 9008.8 -9150.8
## + `435dec85e2` 1 0.00 9008.8 -9150.8
## + `7cb7913148_5` 1 0.00 9008.8 -9150.8
## + fdf8628ca7 1 0.00 9008.8 -9150.8
## - `96c30c7eef` 1 2.25 9011.0 -9150.8
## - `3eb53ae932` 1 2.39 9011.2 -9150.5
## - c1b8ce2354 1 2.39 9011.2 -9150.5
## - bdf934caa7 1 2.40 9011.2 -9150.5
## - f66b98dd69 1 2.63 9011.4 -9150.1
## - `384bec5dd1_1` 1 2.69 9011.5 -9150.0
## - `2719b72c0d` 1 2.73 9011.5 -9149.9
## - `98475257f7` 1 2.79 9011.6 -9149.8
## - `298ed82b22` 1 3.40 9012.2 -9148.7
## - `136c1727c3` 1 3.45 9012.2 -9148.7
## - `1fa099bb01` 1 3.82 9012.6 -9148.0
## - ae08d2297e 1 3.95 9012.7 -9147.8
## - `8de0382f02` 1 4.15 9012.9 -9147.4
## - b4112a94a6 1 4.16 9012.9 -9147.4
## - `1f222e3669` 1 4.23 9013.0 -9147.3
## - abca7a848f 1 4.36 9013.1 -9147.0
## - fe0318e273 1 4.83 9013.6 -9146.2
## - `65aed7dc1f` 1 6.38 9015.2 -9143.4
## - `99d44111c9` 1 6.57 9015.4 -9143.1
## - `49756d8e0f` 1 8.92 9017.7 -9138.9
## - `29bbd86997` 1 8.98 9017.8 -9138.8
## - `253eb5ef11` 1 12.92 9021.7 -9131.8
## - `60ec1426ce` 1 14.18 9023.0 -9129.5
## - `016399044a` 1 18.81 9027.6 -9121.3
## - c0c3df65b1 1 19.61 9028.4 -9119.8
## - `1f3058af83` 1 20.24 9029.0 -9118.7
## - `087235d61e` 1 24.60 9033.4 -9111.0
## - f0a0febd35 1 25.56 9034.3 -9109.2
## - `7fe6cb4c98` 1 36.91 9045.7 -9089.1
## - `87b982928b` 1 47.65 9056.4 -9070.0
## - a14fd026ce 1 49.52 9058.3 -9066.7
## - `5f360995ef` 1 53.68 9062.5 -9059.3
## - f013b60e50 1 53.88 9062.7 -9058.9
## - ea0f4a32e3 1 71.80 9080.6 -9027.2
## - `174825d438` 1 87.88 9096.7 -8998.7
## - `2d7fe4693a` 1 119.32 9128.1 -8943.2
## - `8f5f7c556a` 1 125.66 9134.4 -8932.1
## - `8c2e088a3d` 1 126.50 9135.3 -8930.6
## - e0a0772df0 1 174.56 9183.3 -8846.2
## - d2c775fa99 1 201.78 9210.6 -8798.6
## - beb6e17af1 1 284.80 9293.6 -8654.4
## - `5b862c0a8f` 1 298.76 9307.5 -8630.2
## - `9a575e82a4_1` 1 312.39 9321.2 -8606.7
## - `06888ceac9_1` 1 359.91 9368.7 -8524.9
## - `6db53d265a` 1 380.76 9389.5 -8489.2
## - e86a2190c1 1 389.12 9397.9 -8474.9
## - aee1e4fc85 1 447.38 9456.2 -8375.5
##
## Step: AIC=-9154.51
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_2` + `7cb7913148_3` +
## `7cb7913148_4` + `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` + d4d6566f9c +
## `04e7268385` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + fbf66c8021 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + `99d44111c9` +
## `0b846350ef` + `9b6e0b36c2` + `0342faceb5` + ba54a2a637 +
## `7925993f42` + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_2` 1 0.26 9009.2 -9156.0
## - dcfcbc2ea1 1 0.33 9009.3 -9155.9
## - `7cb7913148_7` 1 0.35 9009.3 -9155.9
## - ee2ac696ff 1 0.39 9009.3 -9155.8
## - `25bbf0e7e7` 1 0.46 9009.4 -9155.7
## - `55cf3f7627` 1 0.48 9009.4 -9155.7
## - `8a21502326` 1 0.53 9009.5 -9155.6
## - `0e2ab0831c` 1 0.54 9009.5 -9155.5
## - `9b6e0b36c2` 1 0.58 9009.5 -9155.5
## - `2e874bc151` 1 0.76 9009.7 -9155.2
## - `7cb7913148_3` 1 0.78 9009.7 -9155.1
## - fe8cdd80ba 1 0.89 9009.8 -9154.9
## - `7cb7913148_4` 1 0.93 9009.9 -9154.8
## - fbf66c8021 1 0.97 9009.9 -9154.8
## - `7cb7913148_6` 1 1.02 9010.0 -9154.7
## - `0b846350ef` 1 1.03 9010.0 -9154.7
## - `0342faceb5` 1 1.03 9010.0 -9154.7
## - aa69c802b6 1 1.07 9010.0 -9154.6
## <none> 9008.9 -9154.5
## - `789b5244a9` 1 1.25 9010.2 -9154.3
## - ed7e658a27 1 1.29 9010.2 -9154.2
## - ba54a2a637 1 1.30 9010.2 -9154.2
## - ffd1cdcfc1 1 1.46 9010.4 -9153.9
## - d4d6566f9c 1 1.53 9010.5 -9153.8
## - `63bcf89b1d` 1 1.75 9010.7 -9153.4
## - `7925993f42` 1 1.86 9010.8 -9153.2
## - `56371466d7` 1 1.92 9010.9 -9153.1
## - `04e7268385` 1 1.96 9010.9 -9153.0
## - `55907cc1de` 1 1.97 9010.9 -9153.0
## - `3e200bf766` 1 1.99 9010.9 -9153.0
## + `8311343404` 1 0.25 9008.7 -9152.9
## + `4468394575` 1 0.22 9008.7 -9152.9
## + ac826f0013 1 0.21 9008.7 -9152.9
## + `20f1afc5c7` 1 0.20 9008.7 -9152.9
## + c58f611921 1 0.19 9008.8 -9152.8
## - e7ee22effb 1 2.07 9011.0 -9152.8
## + `12eda2d982` 1 0.17 9008.8 -9152.8
## + `96e6f0be58` 1 0.16 9008.8 -9152.8
## - `173b6590ae` 1 2.08 9011.0 -9152.8
## + e5efa4d39a 1 0.11 9008.8 -9152.7
## + `6516422788` 1 0.11 9008.8 -9152.7
## + `2a457d15d9` 1 0.10 9008.8 -9152.7
## + `7841b6a5b1` 1 0.10 9008.8 -9152.7
## + `7743f273c2` 1 0.08 9008.9 -9152.7
## + `779d13189e` 1 0.07 9008.9 -9152.6
## + b709f75447 1 0.06 9008.9 -9152.6
## + `072b7e8f27` 1 0.06 9008.9 -9152.6
## + `3df2300fa2` 1 0.06 9008.9 -9152.6
## + `7cb7913148_1` 1 0.05 9008.9 -9152.6
## + `4fc17427c8` 1 0.03 9008.9 -9152.6
## + a24802caa5 1 0.03 9008.9 -9152.6
## + d035af6ffa 1 0.02 9008.9 -9152.5
## + b9a487ac3c 1 0.01 9008.9 -9152.5
## + `7734c0c22f` 1 0.01 9008.9 -9152.5
## + `77b3b41efa` 1 0.01 9008.9 -9152.5
## + `435dec85e2` 1 0.00 9008.9 -9152.5
## + `7cb7913148_5` 1 0.00 9008.9 -9152.5
## + fdf8628ca7 1 0.00 9008.9 -9152.5
## - `96c30c7eef` 1 2.25 9011.2 -9152.5
## - `3eb53ae932` 1 2.39 9011.3 -9152.2
## - c1b8ce2354 1 2.39 9011.3 -9152.2
## - bdf934caa7 1 2.42 9011.4 -9152.2
## - f66b98dd69 1 2.63 9011.6 -9151.8
## - `384bec5dd1_1` 1 2.70 9011.6 -9151.7
## - `2719b72c0d` 1 2.73 9011.7 -9151.6
## - `98475257f7` 1 2.79 9011.7 -9151.5
## - `298ed82b22` 1 3.42 9012.4 -9150.4
## - `136c1727c3` 1 3.45 9012.4 -9150.3
## - `1fa099bb01` 1 3.81 9012.7 -9149.7
## - ae08d2297e 1 3.95 9012.9 -9149.5
## - `8de0382f02` 1 4.15 9013.1 -9149.1
## - b4112a94a6 1 4.15 9013.1 -9149.1
## - `1f222e3669` 1 4.21 9013.2 -9149.0
## - abca7a848f 1 4.35 9013.3 -9148.7
## - fe0318e273 1 4.82 9013.8 -9147.9
## - `65aed7dc1f` 1 6.37 9015.3 -9145.1
## - `99d44111c9` 1 6.59 9015.5 -9144.7
## - `49756d8e0f` 1 8.92 9017.9 -9140.6
## - `29bbd86997` 1 8.96 9017.9 -9140.5
## - `253eb5ef11` 1 12.89 9021.8 -9133.5
## - `60ec1426ce` 1 14.21 9023.2 -9131.2
## - `016399044a` 1 18.79 9027.7 -9123.0
## - c0c3df65b1 1 19.70 9028.6 -9121.4
## - `1f3058af83` 1 20.30 9029.2 -9120.3
## - `087235d61e` 1 24.67 9033.6 -9112.5
## - f0a0febd35 1 25.57 9034.5 -9110.9
## - `7fe6cb4c98` 1 36.93 9045.9 -9090.7
## - `2bc6ab42f7` 1 40.27 9049.2 -9084.8
## - `87b982928b` 1 47.69 9056.6 -9071.6
## - a14fd026ce 1 49.57 9058.5 -9068.3
## - `5f360995ef` 1 53.70 9062.6 -9061.0
## - f013b60e50 1 53.83 9062.8 -9060.7
## - ea0f4a32e3 1 71.79 9080.7 -9028.9
## - `174825d438` 1 87.88 9096.8 -9000.4
## - `2d7fe4693a` 1 119.37 9128.3 -8944.9
## - `8f5f7c556a` 1 125.57 9134.5 -8933.9
## - `8c2e088a3d` 1 126.41 9135.4 -8932.5
## - e0a0772df0 1 174.52 9183.5 -8848.0
## - d2c775fa99 1 201.67 9210.6 -8800.5
## - beb6e17af1 1 284.83 9293.8 -8656.0
## - `5b862c0a8f` 1 298.84 9307.8 -8631.8
## - `9a575e82a4_1` 1 312.45 9321.4 -8608.3
## - `06888ceac9_1` 1 359.93 9368.9 -8526.6
## - `6db53d265a` 1 380.70 9389.6 -8491.0
## - e86a2190c1 1 389.16 9398.1 -8476.5
## - aee1e4fc85 1 447.31 9456.2 -8377.4
##
## Step: AIC=-9156.04
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_4` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## fbf66c8021 + b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `99d44111c9` + `0b846350ef` + `9b6e0b36c2` + `0342faceb5` +
## ba54a2a637 + `7925993f42` + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - dcfcbc2ea1 1 0.32 9009.5 -9157.5
## - `7cb7913148_7` 1 0.35 9009.6 -9157.4
## - ee2ac696ff 1 0.39 9009.6 -9157.3
## - `25bbf0e7e7` 1 0.46 9009.7 -9157.2
## - `55cf3f7627` 1 0.47 9009.7 -9157.2
## - `8a21502326` 1 0.53 9009.7 -9157.1
## - `0e2ab0831c` 1 0.54 9009.7 -9157.1
## - `9b6e0b36c2` 1 0.58 9009.8 -9157.0
## - `2e874bc151` 1 0.77 9010.0 -9156.7
## - `7cb7913148_4` 1 0.86 9010.1 -9156.5
## - fe8cdd80ba 1 0.89 9010.1 -9156.4
## - `7cb7913148_3` 1 0.94 9010.1 -9156.4
## - fbf66c8021 1 0.97 9010.2 -9156.3
## - `7cb7913148_6` 1 1.01 9010.2 -9156.2
## - `0b846350ef` 1 1.01 9010.2 -9156.2
## - `0342faceb5` 1 1.02 9010.2 -9156.2
## - aa69c802b6 1 1.07 9010.3 -9156.1
## <none> 9009.2 -9156.0
## - `789b5244a9` 1 1.26 9010.5 -9155.8
## - ed7e658a27 1 1.29 9010.5 -9155.7
## - ba54a2a637 1 1.30 9010.5 -9155.7
## - ffd1cdcfc1 1 1.45 9010.7 -9155.4
## - d4d6566f9c 1 1.54 9010.7 -9155.3
## - `63bcf89b1d` 1 1.75 9011.0 -9154.9
## - `7925993f42` 1 1.87 9011.1 -9154.7
## - `56371466d7` 1 1.93 9011.1 -9154.6
## - `55907cc1de` 1 1.96 9011.2 -9154.5
## - `04e7268385` 1 1.96 9011.2 -9154.5
## + `7cb7913148_2` 1 0.26 9008.9 -9154.5
## - `3e200bf766` 1 1.99 9011.2 -9154.5
## + `8311343404` 1 0.24 9009.0 -9154.5
## + `4468394575` 1 0.22 9009.0 -9154.4
## + `20f1afc5c7` 1 0.21 9009.0 -9154.4
## + ac826f0013 1 0.20 9009.0 -9154.4
## + c58f611921 1 0.19 9009.0 -9154.4
## - `173b6590ae` 1 2.05 9011.3 -9154.4
## + `12eda2d982` 1 0.17 9009.0 -9154.3
## + `96e6f0be58` 1 0.16 9009.0 -9154.3
## - e7ee22effb 1 2.09 9011.3 -9154.3
## + e5efa4d39a 1 0.11 9009.1 -9154.2
## + `6516422788` 1 0.11 9009.1 -9154.2
## + `7841b6a5b1` 1 0.10 9009.1 -9154.2
## + `2a457d15d9` 1 0.10 9009.1 -9154.2
## + `7743f273c2` 1 0.08 9009.1 -9154.2
## + `779d13189e` 1 0.07 9009.1 -9154.2
## + b709f75447 1 0.06 9009.1 -9154.2
## + `072b7e8f27` 1 0.06 9009.1 -9154.1
## + `3df2300fa2` 1 0.06 9009.1 -9154.1
## + `4fc17427c8` 1 0.03 9009.2 -9154.1
## + a24802caa5 1 0.02 9009.2 -9154.1
## + d035af6ffa 1 0.02 9009.2 -9154.1
## + `7734c0c22f` 1 0.01 9009.2 -9154.1
## + b9a487ac3c 1 0.01 9009.2 -9154.1
## + `77b3b41efa` 1 0.01 9009.2 -9154.0
## + `7cb7913148_5` 1 0.01 9009.2 -9154.0
## + `435dec85e2` 1 0.00 9009.2 -9154.0
## - `96c30c7eef` 1 2.24 9011.4 -9154.0
## + `7cb7913148_1` 1 0.00 9009.2 -9154.0
## + fdf8628ca7 1 0.00 9009.2 -9154.0
## - `3eb53ae932` 1 2.38 9011.6 -9153.8
## - c1b8ce2354 1 2.38 9011.6 -9153.8
## - bdf934caa7 1 2.42 9011.6 -9153.7
## - f66b98dd69 1 2.64 9011.8 -9153.3
## - `384bec5dd1_1` 1 2.73 9011.9 -9153.2
## - `2719b72c0d` 1 2.74 9011.9 -9153.1
## - `98475257f7` 1 2.78 9012.0 -9153.1
## - `298ed82b22` 1 3.41 9012.6 -9151.9
## - `136c1727c3` 1 3.45 9012.7 -9151.9
## - `1fa099bb01` 1 3.80 9013.0 -9151.3
## - ae08d2297e 1 3.96 9013.2 -9151.0
## - `1f222e3669` 1 4.15 9013.4 -9150.6
## - `8de0382f02` 1 4.17 9013.4 -9150.6
## - b4112a94a6 1 4.17 9013.4 -9150.6
## - abca7a848f 1 4.36 9013.6 -9150.3
## - fe0318e273 1 4.83 9014.0 -9149.4
## - `65aed7dc1f` 1 6.37 9015.6 -9146.7
## - `99d44111c9` 1 6.63 9015.8 -9146.2
## - `49756d8e0f` 1 8.93 9018.1 -9142.1
## - `29bbd86997` 1 8.97 9018.2 -9142.0
## - `253eb5ef11` 1 12.88 9022.1 -9135.1
## - `60ec1426ce` 1 14.22 9023.4 -9132.7
## - `016399044a` 1 18.75 9028.0 -9124.6
## - c0c3df65b1 1 19.74 9028.9 -9122.8
## - `1f3058af83` 1 20.30 9029.5 -9121.8
## - `087235d61e` 1 24.69 9033.9 -9114.0
## - f0a0febd35 1 25.54 9034.7 -9112.5
## - `7fe6cb4c98` 1 36.91 9046.1 -9092.3
## - `2bc6ab42f7` 1 40.38 9049.6 -9086.1
## - `87b982928b` 1 47.66 9056.9 -9073.2
## - a14fd026ce 1 49.65 9058.9 -9069.7
## - `5f360995ef` 1 53.76 9063.0 -9062.4
## - f013b60e50 1 53.81 9063.0 -9062.3
## - ea0f4a32e3 1 71.81 9081.0 -9030.4
## - `174825d438` 1 87.88 9097.1 -9002.0
## - `2d7fe4693a` 1 119.32 9128.5 -8946.5
## - `8f5f7c556a` 1 125.59 9134.8 -8935.4
## - `8c2e088a3d` 1 126.48 9135.7 -8933.9
## - e0a0772df0 1 174.44 9183.6 -8849.7
## - d2c775fa99 1 201.92 9211.1 -8801.6
## - beb6e17af1 1 284.68 9293.9 -8657.8
## - `5b862c0a8f` 1 298.90 9308.1 -8633.2
## - `9a575e82a4_1` 1 312.59 9321.8 -8609.6
## - `06888ceac9_1` 1 360.09 9369.3 -8527.9
## - `6db53d265a` 1 380.64 9389.8 -8492.7
## - e86a2190c1 1 389.04 9398.2 -8478.3
## - aee1e4fc85 1 447.40 9456.6 -8378.7
##
## Step: AIC=-9157.46
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_4` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + fbf66c8021 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `99d44111c9` + `0b846350ef` + `9b6e0b36c2` + `0342faceb5` +
## ba54a2a637 + `7925993f42` + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_7` 1 0.35 9009.9 -9158.8
## - ee2ac696ff 1 0.40 9009.9 -9158.8
## - `25bbf0e7e7` 1 0.46 9010.0 -9158.6
## - `55cf3f7627` 1 0.47 9010.0 -9158.6
## - `8a21502326` 1 0.52 9010.1 -9158.5
## - `0e2ab0831c` 1 0.54 9010.1 -9158.5
## - `9b6e0b36c2` 1 0.59 9010.1 -9158.4
## - `2e874bc151` 1 0.77 9010.3 -9158.1
## - `7cb7913148_4` 1 0.86 9010.4 -9157.9
## - fe8cdd80ba 1 0.89 9010.4 -9157.9
## - `7cb7913148_3` 1 0.94 9010.5 -9157.8
## - fbf66c8021 1 0.98 9010.5 -9157.7
## - `0b846350ef` 1 1.00 9010.5 -9157.7
## - `7cb7913148_6` 1 1.01 9010.5 -9157.7
## - `0342faceb5` 1 1.02 9010.5 -9157.6
## - aa69c802b6 1 1.06 9010.6 -9157.6
## <none> 9009.5 -9157.5
## - `789b5244a9` 1 1.25 9010.8 -9157.2
## - ed7e658a27 1 1.28 9010.8 -9157.2
## - ba54a2a637 1 1.30 9010.8 -9157.1
## - ffd1cdcfc1 1 1.45 9011.0 -9156.9
## - d4d6566f9c 1 1.54 9011.1 -9156.7
## - `63bcf89b1d` 1 1.75 9011.3 -9156.3
## - `7925993f42` 1 1.87 9011.4 -9156.1
## + dcfcbc2ea1 1 0.32 9009.2 -9156.0
## - `56371466d7` 1 1.95 9011.5 -9156.0
## - `55907cc1de` 1 1.95 9011.5 -9156.0
## - `04e7268385` 1 1.97 9011.5 -9156.0
## - `3e200bf766` 1 1.97 9011.5 -9155.9
## + `7cb7913148_2` 1 0.26 9009.3 -9155.9
## + `8311343404` 1 0.23 9009.3 -9155.9
## + `4468394575` 1 0.22 9009.3 -9155.8
## + ac826f0013 1 0.21 9009.3 -9155.8
## - `173b6590ae` 1 2.04 9011.6 -9155.8
## + `20f1afc5c7` 1 0.20 9009.3 -9155.8
## + c58f611921 1 0.19 9009.3 -9155.8
## + `12eda2d982` 1 0.17 9009.4 -9155.8
## + `96e6f0be58` 1 0.16 9009.4 -9155.7
## - e7ee22effb 1 2.10 9011.6 -9155.7
## + e5efa4d39a 1 0.12 9009.4 -9155.7
## + `6516422788` 1 0.11 9009.4 -9155.7
## + `2a457d15d9` 1 0.10 9009.4 -9155.6
## + `7841b6a5b1` 1 0.10 9009.4 -9155.6
## + `7743f273c2` 1 0.08 9009.5 -9155.6
## + `779d13189e` 1 0.07 9009.5 -9155.6
## + b709f75447 1 0.07 9009.5 -9155.6
## + `072b7e8f27` 1 0.06 9009.5 -9155.6
## + `3df2300fa2` 1 0.06 9009.5 -9155.6
## + `4fc17427c8` 1 0.03 9009.5 -9155.5
## + a24802caa5 1 0.02 9009.5 -9155.5
## + d035af6ffa 1 0.02 9009.5 -9155.5
## + `7734c0c22f` 1 0.01 9009.5 -9155.5
## + b9a487ac3c 1 0.01 9009.5 -9155.5
## + `7cb7913148_5` 1 0.01 9009.5 -9155.5
## + `77b3b41efa` 1 0.01 9009.5 -9155.5
## + `435dec85e2` 1 0.00 9009.5 -9155.5
## + `7cb7913148_1` 1 0.00 9009.5 -9155.5
## + fdf8628ca7 1 0.00 9009.5 -9155.5
## - `96c30c7eef` 1 2.26 9011.8 -9155.4
## - `3eb53ae932` 1 2.39 9011.9 -9155.2
## - c1b8ce2354 1 2.39 9011.9 -9155.2
## - bdf934caa7 1 2.44 9012.0 -9155.1
## - f66b98dd69 1 2.66 9012.2 -9154.7
## - `384bec5dd1_1` 1 2.73 9012.3 -9154.6
## - `2719b72c0d` 1 2.76 9012.3 -9154.5
## - `98475257f7` 1 2.78 9012.3 -9154.5
## - `298ed82b22` 1 3.41 9012.9 -9153.4
## - `136c1727c3` 1 3.47 9013.0 -9153.3
## - `1fa099bb01` 1 3.79 9013.3 -9152.7
## - ae08d2297e 1 3.96 9013.5 -9152.4
## - `1f222e3669` 1 4.13 9013.7 -9152.1
## - `8de0382f02` 1 4.17 9013.7 -9152.0
## - b4112a94a6 1 4.17 9013.7 -9152.0
## - abca7a848f 1 4.37 9013.9 -9151.7
## - fe0318e273 1 4.82 9014.4 -9150.9
## - `65aed7dc1f` 1 6.34 9015.9 -9148.2
## - `99d44111c9` 1 6.66 9016.2 -9147.6
## - `49756d8e0f` 1 8.95 9018.5 -9143.5
## - `29bbd86997` 1 8.99 9018.5 -9143.4
## - `253eb5ef11` 1 12.87 9022.4 -9136.5
## - `60ec1426ce` 1 14.18 9023.7 -9134.2
## - `016399044a` 1 18.78 9028.3 -9126.0
## - c0c3df65b1 1 19.73 9029.3 -9124.3
## - `1f3058af83` 1 20.29 9029.8 -9123.3
## - `087235d61e` 1 24.70 9034.2 -9115.4
## - f0a0febd35 1 25.57 9035.1 -9113.9
## - `7fe6cb4c98` 1 37.06 9046.6 -9093.4
## - `2bc6ab42f7` 1 40.44 9050.0 -9087.5
## - `87b982928b` 1 47.67 9057.2 -9074.6
## - a14fd026ce 1 49.62 9059.2 -9071.1
## - `5f360995ef` 1 53.77 9063.3 -9063.8
## - f013b60e50 1 53.79 9063.3 -9063.7
## - ea0f4a32e3 1 71.82 9081.4 -9031.8
## - `174825d438` 1 87.87 9097.4 -9003.4
## - `2d7fe4693a` 1 119.32 9128.8 -8947.9
## - `8f5f7c556a` 1 125.51 9135.0 -8937.0
## - `8c2e088a3d` 1 126.66 9136.2 -8935.0
## - e0a0772df0 1 174.35 9183.9 -8851.3
## - d2c775fa99 1 201.95 9211.5 -8803.0
## - beb6e17af1 1 284.57 9294.1 -8659.4
## - `5b862c0a8f` 1 298.86 9308.4 -8634.8
## - `9a575e82a4_1` 1 312.49 9322.0 -8611.2
## - `06888ceac9_1` 1 360.33 9369.9 -8528.9
## - `6db53d265a` 1 380.56 9390.1 -8494.2
## - e86a2190c1 1 388.77 9398.3 -8480.2
## - aee1e4fc85 1 447.15 9456.7 -8380.6
##
## Step: AIC=-9158.84
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + fbf66c8021 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `99d44111c9` + `0b846350ef` + `9b6e0b36c2` + `0342faceb5` +
## ba54a2a637 + `7925993f42` + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - ee2ac696ff 1 0.40 9010.3 -9160.1
## - `25bbf0e7e7` 1 0.46 9010.3 -9160.0
## - `55cf3f7627` 1 0.48 9010.4 -9160.0
## - `8a21502326` 1 0.52 9010.4 -9159.9
## - `0e2ab0831c` 1 0.54 9010.4 -9159.9
## - `9b6e0b36c2` 1 0.59 9010.5 -9159.8
## - `2e874bc151` 1 0.78 9010.7 -9159.4
## - `7cb7913148_4` 1 0.86 9010.7 -9159.3
## - fe8cdd80ba 1 0.88 9010.8 -9159.3
## - `7cb7913148_3` 1 0.93 9010.8 -9159.2
## - fbf66c8021 1 0.96 9010.8 -9159.1
## - `0b846350ef` 1 1.00 9010.9 -9159.0
## - `7cb7913148_6` 1 1.01 9010.9 -9159.0
## - `0342faceb5` 1 1.03 9010.9 -9159.0
## - aa69c802b6 1 1.06 9010.9 -9158.9
## <none> 9009.9 -9158.8
## - `789b5244a9` 1 1.24 9011.1 -9158.6
## - ed7e658a27 1 1.28 9011.2 -9158.6
## - ba54a2a637 1 1.30 9011.2 -9158.5
## - ffd1cdcfc1 1 1.45 9011.3 -9158.2
## - d4d6566f9c 1 1.54 9011.4 -9158.1
## - `63bcf89b1d` 1 1.75 9011.6 -9157.7
## - `7925993f42` 1 1.88 9011.8 -9157.5
## + `7cb7913148_7` 1 0.35 9009.5 -9157.5
## + dcfcbc2ea1 1 0.32 9009.6 -9157.4
## - `56371466d7` 1 1.93 9011.8 -9157.4
## - `04e7268385` 1 1.96 9011.8 -9157.3
## - `55907cc1de` 1 1.96 9011.8 -9157.3
## - `3e200bf766` 1 1.96 9011.8 -9157.3
## + `7cb7913148_2` 1 0.26 9009.6 -9157.3
## + `8311343404` 1 0.23 9009.6 -9157.3
## + `4468394575` 1 0.22 9009.7 -9157.2
## + ac826f0013 1 0.21 9009.7 -9157.2
## - `173b6590ae` 1 2.03 9011.9 -9157.2
## + `20f1afc5c7` 1 0.20 9009.7 -9157.2
## + c58f611921 1 0.20 9009.7 -9157.2
## + `12eda2d982` 1 0.18 9009.7 -9157.2
## + `96e6f0be58` 1 0.16 9009.7 -9157.1
## - e7ee22effb 1 2.12 9012.0 -9157.1
## + e5efa4d39a 1 0.12 9009.8 -9157.0
## + `2a457d15d9` 1 0.11 9009.8 -9157.0
## + `6516422788` 1 0.10 9009.8 -9157.0
## + `7841b6a5b1` 1 0.10 9009.8 -9157.0
## + `7743f273c2` 1 0.08 9009.8 -9157.0
## + `779d13189e` 1 0.07 9009.8 -9157.0
## + b709f75447 1 0.07 9009.8 -9157.0
## + `072b7e8f27` 1 0.06 9009.8 -9156.9
## + `3df2300fa2` 1 0.06 9009.8 -9156.9
## + `4fc17427c8` 1 0.03 9009.8 -9156.9
## + a24802caa5 1 0.02 9009.9 -9156.9
## + d035af6ffa 1 0.02 9009.9 -9156.9
## + `7734c0c22f` 1 0.01 9009.9 -9156.9
## + b9a487ac3c 1 0.01 9009.9 -9156.9
## + `77b3b41efa` 1 0.01 9009.9 -9156.8
## + `7cb7913148_5` 1 0.01 9009.9 -9156.8
## + `435dec85e2` 1 0.00 9009.9 -9156.8
## + `7cb7913148_1` 1 0.00 9009.9 -9156.8
## + fdf8628ca7 1 0.00 9009.9 -9156.8
## - `96c30c7eef` 1 2.26 9012.1 -9156.8
## - `3eb53ae932` 1 2.39 9012.3 -9156.6
## - c1b8ce2354 1 2.39 9012.3 -9156.6
## - bdf934caa7 1 2.44 9012.3 -9156.5
## - f66b98dd69 1 2.64 9012.5 -9156.1
## - `384bec5dd1_1` 1 2.70 9012.6 -9156.0
## - `2719b72c0d` 1 2.74 9012.6 -9156.0
## - `98475257f7` 1 2.77 9012.7 -9155.9
## - `298ed82b22` 1 3.45 9013.3 -9154.7
## - `136c1727c3` 1 3.48 9013.4 -9154.6
## - `1fa099bb01` 1 3.77 9013.6 -9154.1
## - ae08d2297e 1 4.00 9013.9 -9153.7
## - `1f222e3669` 1 4.14 9014.0 -9153.4
## - `8de0382f02` 1 4.16 9014.0 -9153.4
## - b4112a94a6 1 4.16 9014.0 -9153.4
## - abca7a848f 1 4.40 9014.3 -9153.0
## - fe0318e273 1 4.74 9014.6 -9152.4
## - `65aed7dc1f` 1 6.37 9016.2 -9149.5
## - `99d44111c9` 1 6.66 9016.5 -9149.0
## - `49756d8e0f` 1 8.97 9018.8 -9144.8
## - `29bbd86997` 1 9.01 9018.9 -9144.8
## - `253eb5ef11` 1 12.88 9022.8 -9137.9
## - `60ec1426ce` 1 14.17 9024.0 -9135.6
## - `016399044a` 1 18.75 9028.6 -9127.4
## - c0c3df65b1 1 19.71 9029.6 -9125.7
## - `1f3058af83` 1 20.41 9030.3 -9124.5
## - `087235d61e` 1 24.72 9034.6 -9116.8
## - f0a0febd35 1 25.57 9035.4 -9115.3
## - `7fe6cb4c98` 1 37.10 9047.0 -9094.8
## - `2bc6ab42f7` 1 40.39 9050.3 -9088.9
## - `87b982928b` 1 47.59 9057.5 -9076.1
## - a14fd026ce 1 49.71 9059.6 -9072.4
## - `5f360995ef` 1 53.75 9063.6 -9065.2
## - f013b60e50 1 53.85 9063.7 -9065.0
## - ea0f4a32e3 1 71.82 9081.7 -9033.2
## - `174825d438` 1 87.92 9097.8 -9004.7
## - `2d7fe4693a` 1 119.18 9129.1 -8949.6
## - `8f5f7c556a` 1 125.50 9135.4 -8938.4
## - `8c2e088a3d` 1 126.66 9136.5 -8936.4
## - e0a0772df0 1 174.40 9184.3 -8852.6
## - d2c775fa99 1 201.79 9211.7 -8804.7
## - beb6e17af1 1 284.93 9294.8 -8660.2
## - `5b862c0a8f` 1 298.82 9308.7 -8636.2
## - `9a575e82a4_1` 1 312.55 9322.4 -8612.5
## - `06888ceac9_1` 1 360.45 9370.3 -8530.1
## - `6db53d265a` 1 380.59 9390.5 -8495.6
## - e86a2190c1 1 388.89 9398.8 -8481.4
## - aee1e4fc85 1 447.52 9457.4 -8381.4
##
## Step: AIC=-9160.13
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + fbf66c8021 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `99d44111c9` + `0b846350ef` + `9b6e0b36c2` + `0342faceb5` +
## ba54a2a637 + `7925993f42` + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `25bbf0e7e7` 1 0.46 9010.7 -9161.3
## - `55cf3f7627` 1 0.48 9010.8 -9161.3
## - `8a21502326` 1 0.52 9010.8 -9161.2
## - `0e2ab0831c` 1 0.54 9010.8 -9161.2
## - `9b6e0b36c2` 1 0.59 9010.9 -9161.1
## - `2e874bc151` 1 0.79 9011.1 -9160.7
## - fe8cdd80ba 1 0.87 9011.1 -9160.6
## - `7cb7913148_4` 1 0.87 9011.1 -9160.6
## - `7cb7913148_3` 1 0.94 9011.2 -9160.4
## - fbf66c8021 1 0.97 9011.2 -9160.4
## - `7cb7913148_6` 1 1.00 9011.3 -9160.3
## - `0b846350ef` 1 1.01 9011.3 -9160.3
## - `0342faceb5` 1 1.02 9011.3 -9160.3
## - aa69c802b6 1 1.07 9011.3 -9160.2
## <none> 9010.3 -9160.1
## - `789b5244a9` 1 1.24 9011.5 -9159.9
## - ed7e658a27 1 1.28 9011.6 -9159.8
## - ba54a2a637 1 1.30 9011.6 -9159.8
## - ffd1cdcfc1 1 1.46 9011.7 -9159.5
## - d4d6566f9c 1 1.55 9011.8 -9159.4
## - `63bcf89b1d` 1 1.76 9012.0 -9159.0
## + ee2ac696ff 1 0.40 9009.9 -9158.8
## - `7925993f42` 1 1.88 9012.2 -9158.8
## + `7cb7913148_7` 1 0.35 9009.9 -9158.8
## + dcfcbc2ea1 1 0.32 9010.0 -9158.7
## - `04e7268385` 1 1.95 9012.2 -9158.7
## - `56371466d7` 1 1.95 9012.2 -9158.6
## - `55907cc1de` 1 1.96 9012.2 -9158.6
## - `3e200bf766` 1 1.98 9012.3 -9158.6
## + `7cb7913148_2` 1 0.26 9010.0 -9158.6
## + `4468394575` 1 0.23 9010.0 -9158.5
## + `8311343404` 1 0.23 9010.0 -9158.5
## - `173b6590ae` 1 2.02 9012.3 -9158.5
## + ac826f0013 1 0.21 9010.1 -9158.5
## + `20f1afc5c7` 1 0.20 9010.1 -9158.5
## + c58f611921 1 0.20 9010.1 -9158.5
## + `12eda2d982` 1 0.19 9010.1 -9158.5
## - e7ee22effb 1 2.09 9012.4 -9158.4
## + `96e6f0be58` 1 0.15 9010.1 -9158.4
## + e5efa4d39a 1 0.12 9010.2 -9158.3
## + `7841b6a5b1` 1 0.11 9010.2 -9158.3
## + `2a457d15d9` 1 0.10 9010.2 -9158.3
## + `6516422788` 1 0.10 9010.2 -9158.3
## + `7743f273c2` 1 0.08 9010.2 -9158.3
## + `779d13189e` 1 0.07 9010.2 -9158.3
## + b709f75447 1 0.07 9010.2 -9158.2
## + `072b7e8f27` 1 0.06 9010.2 -9158.2
## + `3df2300fa2` 1 0.05 9010.2 -9158.2
## + `4fc17427c8` 1 0.03 9010.2 -9158.2
## + a24802caa5 1 0.02 9010.3 -9158.2
## + d035af6ffa 1 0.02 9010.3 -9158.2
## + `7734c0c22f` 1 0.01 9010.3 -9158.1
## + b9a487ac3c 1 0.01 9010.3 -9158.1
## + `77b3b41efa` 1 0.01 9010.3 -9158.1
## + `7cb7913148_5` 1 0.01 9010.3 -9158.1
## + `435dec85e2` 1 0.01 9010.3 -9158.1
## + `7cb7913148_1` 1 0.00 9010.3 -9158.1
## + fdf8628ca7 1 0.00 9010.3 -9158.1
## - `96c30c7eef` 1 2.26 9012.5 -9158.1
## - `3eb53ae932` 1 2.41 9012.7 -9157.8
## - c1b8ce2354 1 2.41 9012.7 -9157.8
## - bdf934caa7 1 2.44 9012.7 -9157.8
## - f66b98dd69 1 2.63 9012.9 -9157.4
## - `384bec5dd1_1` 1 2.72 9013.0 -9157.3
## - `2719b72c0d` 1 2.73 9013.0 -9157.3
## - `98475257f7` 1 2.80 9013.1 -9157.1
## - `298ed82b22` 1 3.46 9013.7 -9156.0
## - `136c1727c3` 1 3.46 9013.7 -9156.0
## - `1fa099bb01` 1 3.78 9014.1 -9155.4
## - ae08d2297e 1 4.00 9014.3 -9155.0
## - `1f222e3669` 1 4.11 9014.4 -9154.8
## - `8de0382f02` 1 4.14 9014.4 -9154.7
## - b4112a94a6 1 4.14 9014.4 -9154.7
## - abca7a848f 1 4.37 9014.6 -9154.3
## - fe0318e273 1 4.75 9015.0 -9153.6
## - `65aed7dc1f` 1 6.38 9016.7 -9150.8
## - `99d44111c9` 1 6.67 9016.9 -9150.2
## - `49756d8e0f` 1 8.94 9019.2 -9146.2
## - `29bbd86997` 1 9.06 9019.3 -9146.0
## - `253eb5ef11` 1 12.94 9023.2 -9139.1
## - `60ec1426ce` 1 14.21 9024.5 -9136.8
## - `016399044a` 1 18.84 9029.1 -9128.5
## - c0c3df65b1 1 19.74 9030.0 -9126.9
## - `1f3058af83` 1 20.51 9030.8 -9125.6
## - `087235d61e` 1 24.80 9035.1 -9117.9
## - f0a0febd35 1 25.51 9035.8 -9116.7
## - `7fe6cb4c98` 1 37.12 9047.4 -9096.0
## - `2bc6ab42f7` 1 40.33 9050.6 -9090.3
## - `87b982928b` 1 47.55 9057.8 -9077.5
## - a14fd026ce 1 49.78 9060.1 -9073.5
## - `5f360995ef` 1 53.79 9064.1 -9066.4
## - f013b60e50 1 53.93 9064.2 -9066.2
## - ea0f4a32e3 1 71.81 9082.1 -9034.5
## - `174825d438` 1 87.90 9098.2 -9006.0
## - `2d7fe4693a` 1 119.07 9129.3 -8951.0
## - `8f5f7c556a` 1 125.67 9135.9 -8939.4
## - `8c2e088a3d` 1 126.54 9136.8 -8937.9
## - e0a0772df0 1 174.46 9184.7 -8853.8
## - d2c775fa99 1 202.05 9212.3 -8805.5
## - beb6e17af1 1 284.75 9295.0 -8661.8
## - `5b862c0a8f` 1 299.01 9309.3 -8637.2
## - `9a575e82a4_1` 1 312.40 9322.7 -8614.1
## - `06888ceac9_1` 1 360.60 9370.9 -8531.2
## - `6db53d265a` 1 380.35 9390.6 -8497.3
## - e86a2190c1 1 388.92 9399.2 -8482.7
## - aee1e4fc85 1 447.31 9457.6 -8383.1
##
## Step: AIC=-9161.31
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + fbf66c8021 + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + `99d44111c9` + `0b846350ef` +
## `9b6e0b36c2` + `0342faceb5` + ba54a2a637 + `7925993f42` +
## `55cf3f7627` + `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `55cf3f7627` 1 0.50 9011.2 -9162.4
## - `8a21502326` 1 0.53 9011.3 -9162.4
## - `0e2ab0831c` 1 0.53 9011.3 -9162.4
## - `9b6e0b36c2` 1 0.59 9011.3 -9162.3
## - `2e874bc151` 1 0.78 9011.5 -9161.9
## - fe8cdd80ba 1 0.86 9011.6 -9161.8
## - `7cb7913148_4` 1 0.86 9011.6 -9161.8
## - `7cb7913148_3` 1 0.95 9011.7 -9161.6
## - fbf66c8021 1 0.97 9011.7 -9161.6
## - `7cb7913148_6` 1 1.00 9011.7 -9161.5
## - `0b846350ef` 1 1.01 9011.7 -9161.5
## - `0342faceb5` 1 1.02 9011.8 -9161.5
## - aa69c802b6 1 1.08 9011.8 -9161.4
## <none> 9010.7 -9161.3
## - `789b5244a9` 1 1.26 9012.0 -9161.1
## - ba54a2a637 1 1.29 9012.0 -9161.0
## - ed7e658a27 1 1.29 9012.0 -9161.0
## - ffd1cdcfc1 1 1.46 9012.2 -9160.7
## - d4d6566f9c 1 1.57 9012.3 -9160.5
## - `63bcf89b1d` 1 1.77 9012.5 -9160.1
## + `25bbf0e7e7` 1 0.46 9010.3 -9160.1
## + ee2ac696ff 1 0.39 9010.3 -9160.0
## - `7925993f42` 1 1.88 9012.6 -9160.0
## + `7cb7913148_7` 1 0.35 9010.4 -9159.9
## + dcfcbc2ea1 1 0.33 9010.4 -9159.9
## - `04e7268385` 1 1.94 9012.7 -9159.8
## - `56371466d7` 1 1.94 9012.7 -9159.8
## - `55907cc1de` 1 1.95 9012.7 -9159.8
## + `7cb7913148_2` 1 0.26 9010.5 -9159.8
## - `3e200bf766` 1 1.98 9012.7 -9159.8
## + `4468394575` 1 0.24 9010.5 -9159.7
## + `8311343404` 1 0.22 9010.5 -9159.7
## - `173b6590ae` 1 2.03 9012.8 -9159.7
## + ac826f0013 1 0.20 9010.5 -9159.7
## + `20f1afc5c7` 1 0.20 9010.5 -9159.7
## + c58f611921 1 0.20 9010.5 -9159.7
## + `12eda2d982` 1 0.18 9010.6 -9159.6
## + `96e6f0be58` 1 0.15 9010.6 -9159.6
## - e7ee22effb 1 2.09 9012.8 -9159.6
## + e5efa4d39a 1 0.12 9010.6 -9159.5
## + `7841b6a5b1` 1 0.10 9010.6 -9159.5
## + `2a457d15d9` 1 0.10 9010.6 -9159.5
## + `6516422788` 1 0.10 9010.6 -9159.5
## + `7743f273c2` 1 0.08 9010.7 -9159.5
## + `779d13189e` 1 0.07 9010.7 -9159.4
## + b709f75447 1 0.07 9010.7 -9159.4
## + `072b7e8f27` 1 0.07 9010.7 -9159.4
## + `3df2300fa2` 1 0.05 9010.7 -9159.4
## + `4fc17427c8` 1 0.03 9010.7 -9159.4
## + a24802caa5 1 0.02 9010.7 -9159.3
## + d035af6ffa 1 0.02 9010.7 -9159.3
## + b9a487ac3c 1 0.01 9010.7 -9159.3
## + `7734c0c22f` 1 0.01 9010.7 -9159.3
## + `77b3b41efa` 1 0.01 9010.7 -9159.3
## + `7cb7913148_5` 1 0.01 9010.7 -9159.3
## + `435dec85e2` 1 0.00 9010.7 -9159.3
## + `7cb7913148_1` 1 0.00 9010.7 -9159.3
## + fdf8628ca7 1 0.00 9010.7 -9159.3
## - `96c30c7eef` 1 2.29 9013.0 -9159.2
## - `3eb53ae932` 1 2.42 9013.2 -9159.0
## - c1b8ce2354 1 2.42 9013.2 -9159.0
## - bdf934caa7 1 2.46 9013.2 -9158.9
## - f66b98dd69 1 2.71 9013.4 -9158.5
## - `384bec5dd1_1` 1 2.72 9013.5 -9158.5
## - `2719b72c0d` 1 2.81 9013.5 -9158.3
## - `98475257f7` 1 2.82 9013.6 -9158.3
## - `136c1727c3` 1 3.44 9014.2 -9157.2
## - `298ed82b22` 1 3.49 9014.2 -9157.1
## - `1fa099bb01` 1 3.80 9014.5 -9156.5
## - ae08d2297e 1 4.02 9014.8 -9156.1
## - `1f222e3669` 1 4.11 9014.8 -9156.0
## - `8de0382f02` 1 4.15 9014.9 -9155.9
## - b4112a94a6 1 4.15 9014.9 -9155.9
## - abca7a848f 1 4.40 9015.1 -9155.5
## - fe0318e273 1 4.75 9015.5 -9154.8
## - `65aed7dc1f` 1 6.38 9017.1 -9151.9
## - `99d44111c9` 1 6.68 9017.4 -9151.4
## - `49756d8e0f` 1 8.97 9019.7 -9147.3
## - `29bbd86997` 1 9.08 9019.8 -9147.1
## - `253eb5ef11` 1 12.97 9023.7 -9140.2
## - `60ec1426ce` 1 14.28 9025.0 -9137.9
## - `016399044a` 1 18.85 9029.6 -9129.7
## - c0c3df65b1 1 19.71 9030.4 -9128.2
## - `1f3058af83` 1 20.53 9031.3 -9126.7
## - `087235d61e` 1 24.81 9035.5 -9119.1
## - f0a0febd35 1 25.50 9036.2 -9117.9
## - `7fe6cb4c98` 1 37.12 9047.9 -9097.2
## - `2bc6ab42f7` 1 40.45 9051.2 -9091.3
## - `87b982928b` 1 47.47 9058.2 -9078.8
## - a14fd026ce 1 49.73 9060.5 -9074.8
## - f013b60e50 1 53.80 9064.5 -9067.6
## - `5f360995ef` 1 53.83 9064.6 -9067.5
## - ea0f4a32e3 1 71.72 9082.5 -9035.8
## - `174825d438` 1 88.02 9098.8 -9007.0
## - `2d7fe4693a` 1 118.99 9129.7 -8952.4
## - `8f5f7c556a` 1 125.58 9136.3 -8940.8
## - `8c2e088a3d` 1 126.52 9137.3 -8939.1
## - e0a0772df0 1 174.60 9185.3 -8854.7
## - d2c775fa99 1 201.96 9212.7 -8806.9
## - beb6e17af1 1 285.16 9295.9 -8662.3
## - `5b862c0a8f` 1 299.38 9310.1 -8637.8
## - `9a575e82a4_1` 1 312.59 9323.3 -8615.0
## - `06888ceac9_1` 1 360.93 9371.7 -8531.8
## - `6db53d265a` 1 380.45 9391.2 -8498.4
## - e86a2190c1 1 388.92 9399.6 -8483.9
## - aee1e4fc85 1 447.07 9457.8 -8384.7
##
## Step: AIC=-9162.41
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + fbf66c8021 + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + `99d44111c9` + `0b846350ef` +
## `9b6e0b36c2` + `0342faceb5` + ba54a2a637 + `7925993f42` +
## `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `0e2ab0831c` 1 0.54 9011.8 -9163.5
## - `8a21502326` 1 0.54 9011.8 -9163.4
## - `9b6e0b36c2` 1 0.59 9011.8 -9163.4
## - `2e874bc151` 1 0.77 9012.0 -9163.0
## - fe8cdd80ba 1 0.86 9012.1 -9162.9
## - `7cb7913148_4` 1 0.88 9012.1 -9162.8
## - `7cb7913148_3` 1 0.95 9012.2 -9162.7
## - fbf66c8021 1 0.96 9012.2 -9162.7
## - `7cb7913148_6` 1 0.97 9012.2 -9162.7
## - `0342faceb5` 1 0.99 9012.2 -9162.6
## - `0b846350ef` 1 1.01 9012.2 -9162.6
## - aa69c802b6 1 1.07 9012.3 -9162.5
## <none> 9011.2 -9162.4
## - `789b5244a9` 1 1.28 9012.5 -9162.1
## - ba54a2a637 1 1.31 9012.5 -9162.1
## - ed7e658a27 1 1.31 9012.5 -9162.1
## - ffd1cdcfc1 1 1.45 9012.7 -9161.8
## - d4d6566f9c 1 1.57 9012.8 -9161.6
## - `63bcf89b1d` 1 1.72 9013.0 -9161.4
## + `55cf3f7627` 1 0.50 9010.7 -9161.3
## + `25bbf0e7e7` 1 0.48 9010.8 -9161.3
## + ee2ac696ff 1 0.39 9010.8 -9161.1
## - `7925993f42` 1 1.86 9013.1 -9161.1
## + `7cb7913148_7` 1 0.37 9010.9 -9161.1
## + dcfcbc2ea1 1 0.32 9010.9 -9161.0
## - `04e7268385` 1 1.94 9013.2 -9161.0
## - `56371466d7` 1 1.95 9013.2 -9160.9
## - `55907cc1de` 1 1.96 9013.2 -9160.9
## - `3e200bf766` 1 1.97 9013.2 -9160.9
## + `7cb7913148_2` 1 0.26 9011.0 -9160.9
## + `4468394575` 1 0.24 9011.0 -9160.8
## + `8311343404` 1 0.22 9011.0 -9160.8
## + ac826f0013 1 0.21 9011.0 -9160.8
## - `173b6590ae` 1 2.04 9013.3 -9160.8
## + `20f1afc5c7` 1 0.20 9011.0 -9160.8
## + c58f611921 1 0.19 9011.0 -9160.8
## + `12eda2d982` 1 0.17 9011.1 -9160.7
## + `96e6f0be58` 1 0.15 9011.1 -9160.7
## - e7ee22effb 1 2.10 9013.3 -9160.7
## + e5efa4d39a 1 0.12 9011.1 -9160.6
## + `2a457d15d9` 1 0.11 9011.1 -9160.6
## + `7841b6a5b1` 1 0.11 9011.1 -9160.6
## + `6516422788` 1 0.10 9011.1 -9160.6
## + `7743f273c2` 1 0.08 9011.2 -9160.6
## + `779d13189e` 1 0.07 9011.2 -9160.5
## + b709f75447 1 0.07 9011.2 -9160.5
## + `072b7e8f27` 1 0.06 9011.2 -9160.5
## + `3df2300fa2` 1 0.05 9011.2 -9160.5
## + `4fc17427c8` 1 0.03 9011.2 -9160.5
## + a24802caa5 1 0.02 9011.2 -9160.5
## + d035af6ffa 1 0.02 9011.2 -9160.4
## + b9a487ac3c 1 0.01 9011.2 -9160.4
## + `7734c0c22f` 1 0.01 9011.2 -9160.4
## + `77b3b41efa` 1 0.01 9011.2 -9160.4
## + `7cb7913148_5` 1 0.01 9011.2 -9160.4
## + `435dec85e2` 1 0.00 9011.2 -9160.4
## + `7cb7913148_1` 1 0.00 9011.2 -9160.4
## + fdf8628ca7 1 0.00 9011.2 -9160.4
## - `96c30c7eef` 1 2.27 9013.5 -9160.4
## - `3eb53ae932` 1 2.43 9013.7 -9160.1
## - c1b8ce2354 1 2.43 9013.7 -9160.1
## - bdf934caa7 1 2.48 9013.7 -9160.0
## - `384bec5dd1_1` 1 2.70 9013.9 -9159.6
## - f66b98dd69 1 2.72 9014.0 -9159.6
## - `98475257f7` 1 2.82 9014.1 -9159.4
## - `2719b72c0d` 1 2.82 9014.1 -9159.4
## - `136c1727c3` 1 3.46 9014.7 -9158.2
## - `298ed82b22` 1 3.49 9014.7 -9158.2
## - `1fa099bb01` 1 3.80 9015.0 -9157.6
## - ae08d2297e 1 4.03 9015.3 -9157.2
## - `8de0382f02` 1 4.12 9015.4 -9157.1
## - b4112a94a6 1 4.12 9015.4 -9157.1
## - `1f222e3669` 1 4.16 9015.4 -9157.0
## - abca7a848f 1 4.38 9015.6 -9156.6
## - fe0318e273 1 4.75 9016.0 -9155.9
## - `65aed7dc1f` 1 6.36 9017.6 -9153.1
## - `99d44111c9` 1 6.69 9017.9 -9152.5
## - `49756d8e0f` 1 8.96 9020.2 -9148.4
## - `29bbd86997` 1 9.08 9020.3 -9148.2
## - `253eb5ef11` 1 12.96 9024.2 -9141.3
## - `60ec1426ce` 1 14.25 9025.5 -9139.0
## - `016399044a` 1 18.83 9030.1 -9130.9
## - c0c3df65b1 1 19.68 9030.9 -9129.3
## - `1f3058af83` 1 20.49 9031.7 -9127.9
## - `087235d61e` 1 24.79 9036.0 -9120.2
## - f0a0febd35 1 25.46 9036.7 -9119.1
## - `7fe6cb4c98` 1 37.06 9048.3 -9098.4
## - `2bc6ab42f7` 1 40.45 9051.7 -9092.4
## - `87b982928b` 1 47.36 9058.6 -9080.1
## - a14fd026ce 1 49.70 9060.9 -9076.0
## - f013b60e50 1 53.68 9064.9 -9068.9
## - `5f360995ef` 1 53.79 9065.0 -9068.7
## - ea0f4a32e3 1 71.66 9082.9 -9037.1
## - `174825d438` 1 87.86 9099.1 -9008.4
## - `2d7fe4693a` 1 119.28 9130.5 -8953.0
## - `8f5f7c556a` 1 125.60 9136.8 -8941.9
## - `8c2e088a3d` 1 126.35 9137.6 -8940.5
## - e0a0772df0 1 174.70 9185.9 -8855.7
## - d2c775fa99 1 201.88 9213.1 -8808.2
## - beb6e17af1 1 285.35 9296.6 -8663.1
## - `5b862c0a8f` 1 299.70 9310.9 -8638.4
## - `9a575e82a4_1` 1 312.46 9323.7 -8616.3
## - `06888ceac9_1` 1 360.94 9372.2 -8532.9
## - `6db53d265a` 1 380.28 9391.5 -8499.8
## - e86a2190c1 1 388.80 9400.0 -8485.2
## - aee1e4fc85 1 446.97 9458.2 -8386.0
##
## Step: AIC=-9163.46
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + fbf66c8021 + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + `99d44111c9` + `0b846350ef` +
## `9b6e0b36c2` + `0342faceb5` + ba54a2a637 + `7925993f42` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `8a21502326` 1 0.55 9012.3 -9164.5
## - `9b6e0b36c2` 1 0.59 9012.4 -9164.4
## - `2e874bc151` 1 0.78 9012.5 -9164.1
## - fe8cdd80ba 1 0.86 9012.6 -9163.9
## - `7cb7913148_4` 1 0.92 9012.7 -9163.8
## - `7cb7913148_3` 1 0.94 9012.7 -9163.8
## - fbf66c8021 1 0.96 9012.7 -9163.7
## - `7cb7913148_6` 1 0.98 9012.7 -9163.7
## - `0342faceb5` 1 0.99 9012.8 -9163.7
## - `0b846350ef` 1 1.01 9012.8 -9163.7
## - aa69c802b6 1 1.07 9012.8 -9163.6
## <none> 9011.8 -9163.5
## - `789b5244a9` 1 1.29 9013.1 -9163.2
## - ba54a2a637 1 1.31 9013.1 -9163.1
## - ed7e658a27 1 1.32 9013.1 -9163.1
## - ffd1cdcfc1 1 1.44 9013.2 -9162.9
## - d4d6566f9c 1 1.55 9013.3 -9162.7
## + `0e2ab0831c` 1 0.54 9011.2 -9162.4
## - `63bcf89b1d` 1 1.72 9013.5 -9162.4
## + `55cf3f7627` 1 0.50 9011.3 -9162.4
## + `25bbf0e7e7` 1 0.47 9011.3 -9162.3
## + ee2ac696ff 1 0.39 9011.4 -9162.1
## + `7cb7913148_7` 1 0.37 9011.4 -9162.1
## - `7925993f42` 1 1.88 9013.6 -9162.1
## + dcfcbc2ea1 1 0.33 9011.4 -9162.0
## - `04e7268385` 1 1.95 9013.7 -9162.0
## - `55907cc1de` 1 1.96 9013.7 -9162.0
## - `56371466d7` 1 1.97 9013.7 -9162.0
## - `3e200bf766` 1 1.97 9013.7 -9161.9
## + `7cb7913148_2` 1 0.26 9011.5 -9161.9
## + `4468394575` 1 0.23 9011.5 -9161.9
## + ac826f0013 1 0.21 9011.6 -9161.8
## + `8311343404` 1 0.20 9011.6 -9161.8
## + `20f1afc5c7` 1 0.20 9011.6 -9161.8
## - `173b6590ae` 1 2.05 9013.8 -9161.8
## + c58f611921 1 0.19 9011.6 -9161.8
## + `12eda2d982` 1 0.17 9011.6 -9161.8
## + `96e6f0be58` 1 0.16 9011.6 -9161.7
## - e7ee22effb 1 2.10 9013.9 -9161.7
## + e5efa4d39a 1 0.11 9011.7 -9161.7
## + `2a457d15d9` 1 0.11 9011.7 -9161.7
## + `7841b6a5b1` 1 0.11 9011.7 -9161.7
## + `6516422788` 1 0.09 9011.7 -9161.6
## + `7743f273c2` 1 0.08 9011.7 -9161.6
## + `779d13189e` 1 0.07 9011.7 -9161.6
## + b709f75447 1 0.07 9011.7 -9161.6
## + `072b7e8f27` 1 0.06 9011.7 -9161.6
## + `3df2300fa2` 1 0.05 9011.7 -9161.6
## + `4fc17427c8` 1 0.03 9011.7 -9161.5
## + a24802caa5 1 0.02 9011.7 -9161.5
## + d035af6ffa 1 0.02 9011.8 -9161.5
## + b9a487ac3c 1 0.01 9011.8 -9161.5
## + `7734c0c22f` 1 0.01 9011.8 -9161.5
## + `77b3b41efa` 1 0.01 9011.8 -9161.5
## + `7cb7913148_5` 1 0.01 9011.8 -9161.5
## + `435dec85e2` 1 0.00 9011.8 -9161.5
## + `7cb7913148_1` 1 0.00 9011.8 -9161.5
## + fdf8628ca7 1 0.00 9011.8 -9161.5
## - `96c30c7eef` 1 2.25 9014.0 -9161.4
## - `3eb53ae932` 1 2.43 9014.2 -9161.1
## - c1b8ce2354 1 2.43 9014.2 -9161.1
## - bdf934caa7 1 2.48 9014.3 -9161.0
## - f66b98dd69 1 2.72 9014.5 -9160.6
## - `384bec5dd1_1` 1 2.73 9014.5 -9160.6
## - `98475257f7` 1 2.81 9014.6 -9160.5
## - `2719b72c0d` 1 2.82 9014.6 -9160.4
## - `136c1727c3` 1 3.46 9015.2 -9159.3
## - `298ed82b22` 1 3.52 9015.3 -9159.2
## - `1fa099bb01` 1 3.80 9015.6 -9158.7
## - ae08d2297e 1 4.03 9015.8 -9158.3
## - `8de0382f02` 1 4.12 9015.9 -9158.1
## - b4112a94a6 1 4.12 9015.9 -9158.1
## - `1f222e3669` 1 4.14 9015.9 -9158.1
## - abca7a848f 1 4.35 9016.1 -9157.7
## - fe0318e273 1 4.75 9016.5 -9157.0
## - `65aed7dc1f` 1 6.33 9018.1 -9154.2
## - `99d44111c9` 1 6.70 9018.5 -9153.5
## - `49756d8e0f` 1 9.01 9020.8 -9149.4
## - `29bbd86997` 1 9.02 9020.8 -9149.4
## - `253eb5ef11` 1 12.98 9024.8 -9142.3
## - `60ec1426ce` 1 14.17 9025.9 -9140.2
## - `016399044a` 1 18.81 9030.6 -9131.9
## - c0c3df65b1 1 19.60 9031.4 -9130.5
## - `1f3058af83` 1 20.47 9032.2 -9129.0
## - `087235d61e` 1 24.87 9036.6 -9121.1
## - f0a0febd35 1 25.45 9037.2 -9120.1
## - `7fe6cb4c98` 1 37.05 9048.8 -9099.5
## - `2bc6ab42f7` 1 40.42 9052.2 -9093.5
## - `87b982928b` 1 47.38 9059.1 -9081.2
## - a14fd026ce 1 49.77 9061.5 -9076.9
## - f013b60e50 1 53.61 9065.4 -9070.1
## - `5f360995ef` 1 53.96 9065.7 -9069.5
## - ea0f4a32e3 1 71.63 9083.4 -9038.2
## - `174825d438` 1 88.01 9099.8 -9009.2
## - `2d7fe4693a` 1 119.54 9131.3 -8953.6
## - `8f5f7c556a` 1 125.58 9137.4 -8942.9
## - `8c2e088a3d` 1 126.29 9138.1 -8941.7
## - e0a0772df0 1 174.69 9186.5 -8856.8
## - d2c775fa99 1 202.01 9213.8 -8809.0
## - beb6e17af1 1 285.07 9296.8 -8664.7
## - `5b862c0a8f` 1 299.79 9311.6 -8639.3
## - `9a575e82a4_1` 1 312.43 9324.2 -8617.5
## - `06888ceac9_1` 1 360.82 9372.6 -8534.2
## - `6db53d265a` 1 380.33 9392.1 -8500.8
## - e86a2190c1 1 389.29 9401.1 -8485.5
## - aee1e4fc85 1 447.16 9458.9 -8386.8
##
## Step: AIC=-9164.48
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## d4d6566f9c + `04e7268385` + e7ee22effb + `298ed82b22` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + fbf66c8021 + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `99d44111c9` + `0b846350ef` + `9b6e0b36c2` +
## `0342faceb5` + ba54a2a637 + `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `9b6e0b36c2` 1 0.58 9012.9 -9165.4
## - `2e874bc151` 1 0.75 9013.1 -9165.1
## - fe8cdd80ba 1 0.85 9013.2 -9165.0
## - `7cb7913148_4` 1 0.91 9013.2 -9164.9
## - `7cb7913148_3` 1 0.94 9013.3 -9164.8
## - fbf66c8021 1 0.95 9013.3 -9164.8
## - `0342faceb5` 1 0.97 9013.3 -9164.7
## - `7cb7913148_6` 1 0.97 9013.3 -9164.7
## - `0b846350ef` 1 1.00 9013.3 -9164.7
## - aa69c802b6 1 1.08 9013.4 -9164.6
## <none> 9012.3 -9164.5
## - ba54a2a637 1 1.30 9013.6 -9164.2
## - ffd1cdcfc1 1 1.44 9013.8 -9163.9
## - d4d6566f9c 1 1.55 9013.9 -9163.7
## + `8a21502326` 1 0.55 9011.8 -9163.5
## + `0e2ab0831c` 1 0.54 9011.8 -9163.4
## - `63bcf89b1d` 1 1.72 9014.0 -9163.4
## + `55cf3f7627` 1 0.52 9011.8 -9163.4
## + `25bbf0e7e7` 1 0.48 9011.8 -9163.3
## - `7925993f42` 1 1.84 9014.2 -9163.2
## + ee2ac696ff 1 0.39 9011.9 -9163.2
## + `7cb7913148_7` 1 0.37 9012.0 -9163.1
## + dcfcbc2ea1 1 0.32 9012.0 -9163.0
## - `04e7268385` 1 1.94 9014.3 -9163.0
## + `7cb7913148_2` 1 0.26 9012.1 -9162.9
## - `56371466d7` 1 1.99 9014.3 -9162.9
## - `55907cc1de` 1 1.99 9014.3 -9162.9
## - `3e200bf766` 1 2.00 9014.3 -9162.9
## + `4468394575` 1 0.24 9012.1 -9162.9
## - `173b6590ae` 1 2.03 9014.4 -9162.9
## + ac826f0013 1 0.20 9012.1 -9162.8
## + `20f1afc5c7` 1 0.20 9012.1 -9162.8
## + c58f611921 1 0.20 9012.1 -9162.8
## + `8311343404` 1 0.20 9012.1 -9162.8
## + `12eda2d982` 1 0.16 9012.2 -9162.8
## + `96e6f0be58` 1 0.16 9012.2 -9162.8
## - e7ee22effb 1 2.10 9014.4 -9162.7
## + e5efa4d39a 1 0.11 9012.2 -9162.7
## + `2a457d15d9` 1 0.11 9012.2 -9162.7
## + `7841b6a5b1` 1 0.11 9012.2 -9162.7
## + `6516422788` 1 0.10 9012.2 -9162.7
## + `7743f273c2` 1 0.08 9012.2 -9162.6
## + `779d13189e` 1 0.07 9012.2 -9162.6
## + b709f75447 1 0.07 9012.3 -9162.6
## + `072b7e8f27` 1 0.07 9012.3 -9162.6
## + `3df2300fa2` 1 0.06 9012.3 -9162.6
## + `4fc17427c8` 1 0.03 9012.3 -9162.5
## + a24802caa5 1 0.02 9012.3 -9162.5
## + d035af6ffa 1 0.02 9012.3 -9162.5
## + b9a487ac3c 1 0.01 9012.3 -9162.5
## + `7734c0c22f` 1 0.01 9012.3 -9162.5
## + `77b3b41efa` 1 0.01 9012.3 -9162.5
## + `7cb7913148_5` 1 0.01 9012.3 -9162.5
## + `435dec85e2` 1 0.00 9012.3 -9162.5
## + `7cb7913148_1` 1 0.00 9012.3 -9162.5
## + fdf8628ca7 1 0.00 9012.3 -9162.5
## - `3eb53ae932` 1 2.42 9014.7 -9162.2
## - c1b8ce2354 1 2.42 9014.7 -9162.2
## - bdf934caa7 1 2.49 9014.8 -9162.0
## - `384bec5dd1_1` 1 2.72 9015.0 -9161.6
## - `98475257f7` 1 2.81 9015.1 -9161.5
## - `96c30c7eef` 1 2.88 9015.2 -9161.3
## - f66b98dd69 1 2.93 9015.3 -9161.2
## - `2719b72c0d` 1 3.04 9015.4 -9161.1
## - `136c1727c3` 1 3.48 9015.8 -9160.3
## - `298ed82b22` 1 3.50 9015.8 -9160.2
## - `789b5244a9` 1 3.65 9016.0 -9160.0
## - `1fa099bb01` 1 3.75 9016.1 -9159.8
## - ed7e658a27 1 3.94 9016.3 -9159.5
## - ae08d2297e 1 3.99 9016.3 -9159.4
## - `8de0382f02` 1 4.09 9016.4 -9159.2
## - b4112a94a6 1 4.10 9016.4 -9159.2
## - `1f222e3669` 1 4.11 9016.4 -9159.2
## - abca7a848f 1 4.37 9016.7 -9158.7
## - fe0318e273 1 4.74 9017.1 -9158.0
## - `65aed7dc1f` 1 6.32 9018.6 -9155.2
## - `99d44111c9` 1 6.66 9019.0 -9154.6
## - `49756d8e0f` 1 8.97 9021.3 -9150.5
## - `29bbd86997` 1 9.05 9021.4 -9150.3
## - `253eb5ef11` 1 13.04 9025.4 -9143.2
## - `60ec1426ce` 1 14.14 9026.5 -9141.3
## - `016399044a` 1 18.91 9031.2 -9132.8
## - c0c3df65b1 1 19.51 9031.8 -9131.7
## - `1f3058af83` 1 20.55 9032.9 -9129.9
## - `087235d61e` 1 24.80 9037.1 -9122.3
## - f0a0febd35 1 25.50 9037.8 -9121.0
## - `7fe6cb4c98` 1 37.06 9049.4 -9100.5
## - `2bc6ab42f7` 1 40.50 9052.8 -9094.4
## - `87b982928b` 1 47.38 9059.7 -9082.2
## - a14fd026ce 1 49.91 9062.2 -9077.7
## - f013b60e50 1 53.63 9065.9 -9071.1
## - `5f360995ef` 1 54.03 9066.3 -9070.4
## - ea0f4a32e3 1 71.72 9084.0 -9039.0
## - `174825d438` 1 88.01 9100.3 -9010.2
## - `2d7fe4693a` 1 119.59 9131.9 -8954.5
## - `8f5f7c556a` 1 125.51 9137.8 -8944.1
## - `8c2e088a3d` 1 126.39 9138.7 -8942.5
## - e0a0772df0 1 174.61 9186.9 -8857.9
## - d2c775fa99 1 201.90 9214.2 -8810.2
## - beb6e17af1 1 285.28 9297.6 -8665.4
## - `5b862c0a8f` 1 300.05 9312.4 -8639.9
## - `9a575e82a4_1` 1 312.14 9324.5 -8619.0
## - `06888ceac9_1` 1 361.64 9374.0 -8533.9
## - `6db53d265a` 1 380.54 9392.9 -8501.5
## - e86a2190c1 1 389.10 9401.4 -8486.8
## - aee1e4fc85 1 446.94 9459.3 -8388.2
##
## Step: AIC=-9165.44
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## d4d6566f9c + `04e7268385` + e7ee22effb + `298ed82b22` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2e874bc151` + fbf66c8021 + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `99d44111c9` + `0b846350ef` + `0342faceb5` +
## ba54a2a637 + `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `2e874bc151` 1 0.76 9013.7 -9166.1
## - fe8cdd80ba 1 0.85 9013.8 -9165.9
## - `7cb7913148_4` 1 0.91 9013.8 -9165.8
## - `7cb7913148_3` 1 0.93 9013.8 -9165.8
## - fbf66c8021 1 0.95 9013.9 -9165.7
## - `0342faceb5` 1 0.96 9013.9 -9165.7
## - `7cb7913148_6` 1 0.97 9013.9 -9165.7
## - `0b846350ef` 1 1.00 9013.9 -9165.7
## - aa69c802b6 1 1.08 9014.0 -9165.5
## <none> 9012.9 -9165.4
## - ba54a2a637 1 1.30 9014.2 -9165.1
## - ffd1cdcfc1 1 1.44 9014.3 -9164.9
## - d4d6566f9c 1 1.56 9014.5 -9164.7
## + `9b6e0b36c2` 1 0.58 9012.3 -9164.5
## + `0e2ab0831c` 1 0.54 9012.4 -9164.4
## + `8a21502326` 1 0.54 9012.4 -9164.4
## - `63bcf89b1d` 1 1.70 9014.6 -9164.4
## + `55cf3f7627` 1 0.52 9012.4 -9164.4
## + `25bbf0e7e7` 1 0.49 9012.4 -9164.3
## + ee2ac696ff 1 0.39 9012.5 -9164.1
## + `7cb7913148_7` 1 0.37 9012.5 -9164.1
## - `7925993f42` 1 1.88 9014.8 -9164.1
## + dcfcbc2ea1 1 0.32 9012.6 -9164.0
## - `04e7268385` 1 1.96 9014.9 -9163.9
## - `56371466d7` 1 1.98 9014.9 -9163.9
## + `7cb7913148_2` 1 0.26 9012.6 -9163.9
## - `3e200bf766` 1 2.00 9014.9 -9163.9
## - `55907cc1de` 1 2.01 9014.9 -9163.9
## + `4468394575` 1 0.24 9012.7 -9163.9
## + ac826f0013 1 0.21 9012.7 -9163.8
## - `173b6590ae` 1 2.03 9014.9 -9163.8
## + `8311343404` 1 0.20 9012.7 -9163.8
## + `20f1afc5c7` 1 0.20 9012.7 -9163.8
## + c58f611921 1 0.20 9012.7 -9163.8
## + `12eda2d982` 1 0.16 9012.7 -9163.7
## + `96e6f0be58` 1 0.16 9012.7 -9163.7
## - e7ee22effb 1 2.10 9015.0 -9163.7
## + e5efa4d39a 1 0.11 9012.8 -9163.6
## + `2a457d15d9` 1 0.11 9012.8 -9163.6
## + `7841b6a5b1` 1 0.10 9012.8 -9163.6
## + `6516422788` 1 0.10 9012.8 -9163.6
## + `7743f273c2` 1 0.08 9012.8 -9163.6
## + `779d13189e` 1 0.07 9012.8 -9163.6
## + `072b7e8f27` 1 0.07 9012.8 -9163.6
## + b709f75447 1 0.07 9012.8 -9163.6
## + `3df2300fa2` 1 0.05 9012.9 -9163.5
## + `4fc17427c8` 1 0.03 9012.9 -9163.5
## + a24802caa5 1 0.02 9012.9 -9163.5
## + d035af6ffa 1 0.02 9012.9 -9163.5
## + b9a487ac3c 1 0.01 9012.9 -9163.5
## + `7734c0c22f` 1 0.01 9012.9 -9163.5
## + `77b3b41efa` 1 0.01 9012.9 -9163.4
## + `7cb7913148_5` 1 0.01 9012.9 -9163.4
## + `435dec85e2` 1 0.00 9012.9 -9163.4
## + fdf8628ca7 1 0.00 9012.9 -9163.4
## + `7cb7913148_1` 1 0.00 9012.9 -9163.4
## - `3eb53ae932` 1 2.39 9015.3 -9163.2
## - c1b8ce2354 1 2.39 9015.3 -9163.2
## - bdf934caa7 1 2.50 9015.4 -9163.0
## - `384bec5dd1_1` 1 2.72 9015.6 -9162.6
## - `98475257f7` 1 2.82 9015.7 -9162.4
## - `96c30c7eef` 1 2.89 9015.8 -9162.3
## - f66b98dd69 1 2.92 9015.8 -9162.2
## - `2719b72c0d` 1 3.02 9015.9 -9162.0
## - `136c1727c3` 1 3.42 9016.3 -9161.3
## - `298ed82b22` 1 3.50 9016.4 -9161.2
## - `789b5244a9` 1 3.67 9016.6 -9160.9
## - `1fa099bb01` 1 3.75 9016.7 -9160.7
## - ed7e658a27 1 3.95 9016.9 -9160.4
## - ae08d2297e 1 3.98 9016.9 -9160.3
## - `8de0382f02` 1 4.10 9017.0 -9160.1
## - b4112a94a6 1 4.10 9017.0 -9160.1
## - `1f222e3669` 1 4.13 9017.0 -9160.1
## - abca7a848f 1 4.38 9017.3 -9159.6
## - fe0318e273 1 4.75 9017.7 -9159.0
## - `65aed7dc1f` 1 6.34 9019.2 -9156.1
## - `99d44111c9` 1 6.66 9019.6 -9155.6
## - `49756d8e0f` 1 9.04 9021.9 -9151.3
## - `29bbd86997` 1 9.11 9022.0 -9151.2
## - `253eb5ef11` 1 13.03 9025.9 -9144.2
## - `60ec1426ce` 1 14.10 9027.0 -9142.3
## - `016399044a` 1 18.82 9031.7 -9133.9
## - c0c3df65b1 1 19.54 9032.4 -9132.6
## - `1f3058af83` 1 20.57 9033.5 -9130.8
## - `087235d61e` 1 24.72 9037.6 -9123.4
## - f0a0febd35 1 25.42 9038.3 -9122.2
## - `7fe6cb4c98` 1 36.98 9049.9 -9101.6
## - `2bc6ab42f7` 1 40.51 9053.4 -9095.3
## - `87b982928b` 1 47.28 9060.2 -9083.3
## - a14fd026ce 1 49.77 9062.7 -9078.9
## - f013b60e50 1 53.61 9066.5 -9072.1
## - `5f360995ef` 1 54.14 9067.0 -9071.1
## - ea0f4a32e3 1 71.79 9084.7 -9039.9
## - `174825d438` 1 88.20 9101.1 -9010.8
## - `2d7fe4693a` 1 119.57 9132.5 -8955.5
## - `8f5f7c556a` 1 125.58 9138.5 -8945.0
## - `8c2e088a3d` 1 126.39 9139.3 -8943.5
## - e0a0772df0 1 174.47 9187.4 -8859.2
## - d2c775fa99 1 201.84 9214.7 -8811.3
## - beb6e17af1 1 285.42 9298.3 -8666.1
## - `5b862c0a8f` 1 299.90 9312.8 -8641.1
## - `9a575e82a4_1` 1 312.17 9325.1 -8619.9
## - `06888ceac9_1` 1 361.76 9374.7 -8534.7
## - `6db53d265a` 1 380.67 9393.6 -8502.3
## - e86a2190c1 1 389.50 9402.4 -8487.2
## - aee1e4fc85 1 447.36 9460.3 -8388.5
##
## Step: AIC=-9166.09
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## d4d6566f9c + `04e7268385` + e7ee22effb + `298ed82b22` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## fbf66c8021 + b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `99d44111c9` + `0b846350ef` + `0342faceb5` + ba54a2a637 +
## `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - fe8cdd80ba 1 0.86 9014.5 -9166.5
## - `7cb7913148_4` 1 0.91 9014.6 -9166.5
## - `7cb7913148_3` 1 0.94 9014.6 -9166.4
## - `0342faceb5` 1 0.96 9014.6 -9166.4
## - `7cb7913148_6` 1 0.96 9014.6 -9166.4
## - fbf66c8021 1 0.96 9014.6 -9166.4
## - `0b846350ef` 1 0.99 9014.6 -9166.3
## - aa69c802b6 1 1.08 9014.7 -9166.2
## <none> 9013.7 -9166.1
## - ba54a2a637 1 1.27 9014.9 -9165.8
## - ffd1cdcfc1 1 1.45 9015.1 -9165.5
## + `2e874bc151` 1 0.76 9012.9 -9165.4
## + `435dec85e2` 1 0.73 9012.9 -9165.4
## - d4d6566f9c 1 1.56 9015.2 -9165.3
## + `9b6e0b36c2` 1 0.59 9013.1 -9165.1
## + `0e2ab0831c` 1 0.55 9013.1 -9165.1
## + `8a21502326` 1 0.52 9013.1 -9165.0
## - `63bcf89b1d` 1 1.73 9015.4 -9165.0
## + `55cf3f7627` 1 0.51 9013.1 -9165.0
## + `25bbf0e7e7` 1 0.48 9013.2 -9164.9
## + ee2ac696ff 1 0.40 9013.3 -9164.8
## + `7cb7913148_7` 1 0.38 9013.3 -9164.8
## - `7925993f42` 1 1.88 9015.5 -9164.7
## + dcfcbc2ea1 1 0.32 9013.3 -9164.7
## - `04e7268385` 1 1.93 9015.6 -9164.6
## + `7cb7913148_2` 1 0.27 9013.4 -9164.6
## - `3e200bf766` 1 1.98 9015.6 -9164.6
## - `56371466d7` 1 1.99 9015.7 -9164.5
## + `4468394575` 1 0.24 9013.4 -9164.5
## - `55907cc1de` 1 2.02 9015.7 -9164.5
## + ac826f0013 1 0.21 9013.5 -9164.5
## + `8311343404` 1 0.20 9013.5 -9164.5
## + c58f611921 1 0.20 9013.5 -9164.4
## + `20f1afc5c7` 1 0.19 9013.5 -9164.4
## - e7ee22effb 1 2.06 9015.7 -9164.4
## - `173b6590ae` 1 2.06 9015.7 -9164.4
## + `12eda2d982` 1 0.17 9013.5 -9164.4
## + `96e6f0be58` 1 0.16 9013.5 -9164.4
## + e5efa4d39a 1 0.12 9013.5 -9164.3
## + `2a457d15d9` 1 0.11 9013.6 -9164.3
## + `6516422788` 1 0.11 9013.6 -9164.3
## + `7841b6a5b1` 1 0.10 9013.6 -9164.3
## + `779d13189e` 1 0.08 9013.6 -9164.2
## + `7743f273c2` 1 0.07 9013.6 -9164.2
## + b709f75447 1 0.07 9013.6 -9164.2
## + `072b7e8f27` 1 0.07 9013.6 -9164.2
## + `3df2300fa2` 1 0.06 9013.6 -9164.2
## + `4fc17427c8` 1 0.03 9013.6 -9164.1
## + a24802caa5 1 0.02 9013.6 -9164.1
## + d035af6ffa 1 0.02 9013.6 -9164.1
## + `77b3b41efa` 1 0.01 9013.7 -9164.1
## + b9a487ac3c 1 0.01 9013.7 -9164.1
## + `7734c0c22f` 1 0.01 9013.7 -9164.1
## + `7cb7913148_5` 1 0.00 9013.7 -9164.1
## + `7cb7913148_1` 1 0.00 9013.7 -9164.1
## + fdf8628ca7 1 0.00 9013.7 -9164.1
## - `3eb53ae932` 1 2.40 9016.1 -9163.8
## - c1b8ce2354 1 2.40 9016.1 -9163.8
## - bdf934caa7 1 2.52 9016.2 -9163.6
## - `384bec5dd1_1` 1 2.74 9016.4 -9163.2
## - `98475257f7` 1 2.83 9016.5 -9163.0
## - `96c30c7eef` 1 2.89 9016.5 -9162.9
## - f66b98dd69 1 2.91 9016.6 -9162.9
## - `2719b72c0d` 1 3.01 9016.7 -9162.7
## - `136c1727c3` 1 3.40 9017.1 -9162.0
## - `298ed82b22` 1 3.48 9017.1 -9161.9
## - `789b5244a9` 1 3.66 9017.3 -9161.6
## - `1fa099bb01` 1 3.73 9017.4 -9161.4
## - ed7e658a27 1 3.95 9017.6 -9161.0
## - ae08d2297e 1 3.95 9017.6 -9161.0
## - `8de0382f02` 1 4.07 9017.7 -9160.8
## - b4112a94a6 1 4.08 9017.7 -9160.8
## - `1f222e3669` 1 4.12 9017.8 -9160.7
## - abca7a848f 1 4.39 9018.1 -9160.3
## - fe0318e273 1 4.72 9018.4 -9159.7
## - `65aed7dc1f` 1 6.37 9020.0 -9156.7
## - `99d44111c9` 1 6.64 9020.3 -9156.3
## - `49756d8e0f` 1 9.03 9022.7 -9152.0
## - `29bbd86997` 1 9.08 9022.7 -9151.9
## - `253eb5ef11` 1 12.98 9026.6 -9144.9
## - `60ec1426ce` 1 14.09 9027.7 -9143.0
## - `016399044a` 1 18.84 9032.5 -9134.5
## - c0c3df65b1 1 19.57 9033.2 -9133.2
## - `1f3058af83` 1 20.52 9034.2 -9131.5
## - `087235d61e` 1 24.91 9038.6 -9123.7
## - f0a0febd35 1 25.36 9039.0 -9122.9
## - `7fe6cb4c98` 1 36.92 9050.6 -9102.4
## - `2bc6ab42f7` 1 40.51 9054.2 -9096.0
## - `87b982928b` 1 47.58 9061.2 -9083.4
## - a14fd026ce 1 49.81 9063.5 -9079.5
## - f013b60e50 1 53.77 9067.4 -9072.5
## - `5f360995ef` 1 54.06 9067.7 -9071.9
## - ea0f4a32e3 1 71.78 9085.4 -9040.5
## - `174825d438` 1 88.15 9101.8 -9011.6
## - `2d7fe4693a` 1 119.78 9133.4 -8955.8
## - `8f5f7c556a` 1 125.71 9139.4 -8945.4
## - `8c2e088a3d` 1 126.37 9140.0 -8944.2
## - e0a0772df0 1 174.29 9188.0 -8860.1
## - d2c775fa99 1 201.74 9215.4 -8812.2
## - beb6e17af1 1 285.32 9299.0 -8667.0
## - `5b862c0a8f` 1 299.93 9313.6 -8641.8
## - `9a575e82a4_1` 1 312.18 9325.8 -8620.6
## - `06888ceac9_1` 1 361.63 9375.3 -8535.6
## - `6db53d265a` 1 380.60 9394.3 -8503.1
## - e86a2190c1 1 389.32 9403.0 -8488.2
## - aee1e4fc85 1 447.38 9461.0 -8389.2
##
## Step: AIC=-9166.55
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_4` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 +
## `8c2e088a3d` + `2d7fe4693a` + `174825d438` + `8f5f7c556a` +
## ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` + d4d6566f9c +
## `04e7268385` + e7ee22effb + `298ed82b22` + abca7a848f + `29bbd86997` +
## `55907cc1de` + `1f222e3669` + `789b5244a9` + fbf66c8021 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `99d44111c9` + `0b846350ef` + `0342faceb5` + ba54a2a637 +
## `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_3` 1 0.91 9015.4 -9166.9
## - `7cb7913148_4` 1 0.91 9015.4 -9166.9
## - `0342faceb5` 1 0.95 9015.5 -9166.8
## - `7cb7913148_6` 1 0.97 9015.5 -9166.8
## - `0b846350ef` 1 0.99 9015.5 -9166.8
## - fbf66c8021 1 1.00 9015.5 -9166.8
## - aa69c802b6 1 1.08 9015.6 -9166.6
## <none> 9014.5 -9166.5
## - ba54a2a637 1 1.29 9015.8 -9166.2
## + fe8cdd80ba 1 0.86 9013.7 -9166.1
## - ffd1cdcfc1 1 1.44 9016.0 -9166.0
## + `2e874bc151` 1 0.77 9013.8 -9165.9
## + `435dec85e2` 1 0.75 9013.8 -9165.9
## - d4d6566f9c 1 1.58 9016.1 -9165.7
## + `9b6e0b36c2` 1 0.59 9013.9 -9165.6
## + `0e2ab0831c` 1 0.54 9014.0 -9165.5
## + `55cf3f7627` 1 0.52 9014.0 -9165.5
## + `8a21502326` 1 0.50 9014.0 -9165.4
## - `63bcf89b1d` 1 1.74 9016.3 -9165.4
## + `25bbf0e7e7` 1 0.47 9014.1 -9165.4
## + ee2ac696ff 1 0.39 9014.1 -9165.2
## + `7cb7913148_7` 1 0.38 9014.1 -9165.2
## - `7925993f42` 1 1.88 9016.4 -9165.2
## - `04e7268385` 1 1.92 9016.4 -9165.1
## + dcfcbc2ea1 1 0.32 9014.2 -9165.1
## + `7cb7913148_2` 1 0.28 9014.2 -9165.0
## - `56371466d7` 1 1.98 9016.5 -9165.0
## - `3e200bf766` 1 2.00 9016.5 -9165.0
## + `4468394575` 1 0.23 9014.3 -9165.0
## - e7ee22effb 1 2.03 9016.6 -9164.9
## + ac826f0013 1 0.21 9014.3 -9164.9
## + c58f611921 1 0.21 9014.3 -9164.9
## + `8311343404` 1 0.20 9014.3 -9164.9
## + `20f1afc5c7` 1 0.19 9014.3 -9164.9
## - `55907cc1de` 1 2.05 9016.6 -9164.9
## - `173b6590ae` 1 2.05 9016.6 -9164.9
## + `96e6f0be58` 1 0.17 9014.4 -9164.8
## + `12eda2d982` 1 0.16 9014.4 -9164.8
## + e5efa4d39a 1 0.11 9014.4 -9164.8
## + `2a457d15d9` 1 0.11 9014.4 -9164.7
## + `6516422788` 1 0.10 9014.4 -9164.7
## + `7841b6a5b1` 1 0.10 9014.4 -9164.7
## + b709f75447 1 0.07 9014.5 -9164.7
## + `7743f273c2` 1 0.07 9014.5 -9164.7
## + `072b7e8f27` 1 0.07 9014.5 -9164.7
## + `3df2300fa2` 1 0.06 9014.5 -9164.7
## + `779d13189e` 1 0.06 9014.5 -9164.7
## + `4fc17427c8` 1 0.03 9014.5 -9164.6
## + a24802caa5 1 0.02 9014.5 -9164.6
## + d035af6ffa 1 0.02 9014.5 -9164.6
## + b9a487ac3c 1 0.01 9014.5 -9164.6
## + `77b3b41efa` 1 0.01 9014.5 -9164.6
## + `7734c0c22f` 1 0.01 9014.5 -9164.6
## + `7cb7913148_5` 1 0.00 9014.5 -9164.6
## + fdf8628ca7 1 0.00 9014.5 -9164.5
## + `7cb7913148_1` 1 0.00 9014.5 -9164.5
## - `3eb53ae932` 1 2.42 9016.9 -9164.2
## - c1b8ce2354 1 2.42 9016.9 -9164.2
## - bdf934caa7 1 2.52 9017.0 -9164.1
## - `384bec5dd1_1` 1 2.70 9017.2 -9163.7
## - `98475257f7` 1 2.82 9017.3 -9163.5
## - `96c30c7eef` 1 2.91 9017.4 -9163.4
## - f66b98dd69 1 2.94 9017.5 -9163.3
## - `2719b72c0d` 1 3.05 9017.6 -9163.1
## - `298ed82b22` 1 3.42 9017.9 -9162.4
## - `136c1727c3` 1 3.43 9018.0 -9162.4
## - `789b5244a9` 1 3.69 9018.2 -9162.0
## - `1fa099bb01` 1 3.73 9018.3 -9161.9
## - ae08d2297e 1 3.92 9018.4 -9161.6
## - ed7e658a27 1 3.97 9018.5 -9161.5
## - `8de0382f02` 1 4.09 9018.6 -9161.3
## - b4112a94a6 1 4.09 9018.6 -9161.3
## - `1f222e3669` 1 4.14 9018.7 -9161.2
## - abca7a848f 1 4.39 9018.9 -9160.7
## - fe0318e273 1 4.68 9019.2 -9160.2
## - `65aed7dc1f` 1 6.36 9020.9 -9157.2
## - `99d44111c9` 1 6.65 9021.2 -9156.7
## - `49756d8e0f` 1 9.06 9023.6 -9152.4
## - `29bbd86997` 1 9.09 9023.6 -9152.3
## - `60ec1426ce` 1 14.06 9028.6 -9143.5
## - `016399044a` 1 18.88 9033.4 -9134.9
## - c0c3df65b1 1 19.75 9034.3 -9133.4
## - `1f3058af83` 1 20.58 9035.1 -9131.9
## - `087235d61e` 1 25.04 9039.6 -9123.9
## - f0a0febd35 1 25.20 9039.7 -9123.7
## - `7fe6cb4c98` 1 36.98 9051.5 -9102.7
## - `2bc6ab42f7` 1 40.81 9055.3 -9095.9
## - `87b982928b` 1 47.69 9062.2 -9083.7
## - a14fd026ce 1 49.80 9064.3 -9080.0
## - f013b60e50 1 53.95 9068.5 -9072.6
## - `5f360995ef` 1 54.16 9068.7 -9072.2
## - ea0f4a32e3 1 71.86 9086.4 -9040.9
## - `174825d438` 1 88.01 9102.5 -9012.3
## - `2d7fe4693a` 1 119.95 9134.5 -8956.0
## - `8f5f7c556a` 1 125.58 9140.1 -8946.1
## - `8c2e088a3d` 1 126.50 9141.0 -8944.5
## - e0a0772df0 1 174.52 9189.0 -8860.2
## - d2c775fa99 1 202.06 9216.6 -8812.1
## - beb6e17af1 1 285.95 9300.5 -8666.4
## - `5b862c0a8f` 1 299.71 9314.2 -8642.7
## - `9a575e82a4_1` 1 312.00 9326.5 -8621.4
## - `06888ceac9_1` 1 362.09 9376.6 -8535.3
## - `6db53d265a` 1 380.26 9394.8 -8504.2
## - e86a2190c1 1 388.97 9403.5 -8489.3
## - aee1e4fc85 1 447.25 9461.8 -8390.0
## - `253eb5ef11` 1 522.22 9536.7 -8263.1
##
## Step: AIC=-9166.92
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `7cb7913148_6` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` + d4d6566f9c +
## `04e7268385` + e7ee22effb + `298ed82b22` + abca7a848f + `29bbd86997` +
## `55907cc1de` + `1f222e3669` + `789b5244a9` + fbf66c8021 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `99d44111c9` + `0b846350ef` + `0342faceb5` + ba54a2a637 +
## `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `0342faceb5` 1 0.93 9016.4 -9167.3
## - `0b846350ef` 1 0.98 9016.4 -9167.2
## - `7cb7913148_6` 1 0.98 9016.4 -9167.2
## - fbf66c8021 1 0.99 9016.4 -9167.2
## - `7cb7913148_4` 1 0.99 9016.4 -9167.2
## - aa69c802b6 1 1.06 9016.5 -9167.0
## <none> 9015.4 -9166.9
## - ba54a2a637 1 1.28 9016.7 -9166.6
## + `7cb7913148_3` 1 0.91 9014.5 -9166.5
## + fe8cdd80ba 1 0.83 9014.6 -9166.4
## - ffd1cdcfc1 1 1.44 9016.9 -9166.4
## + `2e874bc151` 1 0.78 9014.7 -9166.3
## + `435dec85e2` 1 0.76 9014.7 -9166.3
## - d4d6566f9c 1 1.55 9017.0 -9166.2
## + `9b6e0b36c2` 1 0.59 9014.8 -9166.0
## + `0e2ab0831c` 1 0.54 9014.9 -9165.9
## + `55cf3f7627` 1 0.51 9014.9 -9165.8
## + `8a21502326` 1 0.50 9014.9 -9165.8
## - `63bcf89b1d` 1 1.75 9017.2 -9165.8
## + `25bbf0e7e7` 1 0.48 9015.0 -9165.8
## + `7cb7913148_2` 1 0.43 9015.0 -9165.7
## + ee2ac696ff 1 0.39 9015.0 -9165.6
## + `7cb7913148_7` 1 0.37 9015.1 -9165.6
## - `7925993f42` 1 1.89 9017.3 -9165.5
## - `04e7268385` 1 1.91 9017.4 -9165.5
## + dcfcbc2ea1 1 0.32 9015.1 -9165.5
## - `3e200bf766` 1 1.99 9017.4 -9165.4
## - `56371466d7` 1 1.99 9017.4 -9165.4
## + `4468394575` 1 0.24 9015.2 -9165.3
## + ac826f0013 1 0.22 9015.2 -9165.3
## + `8311343404` 1 0.21 9015.2 -9165.3
## + c58f611921 1 0.21 9015.2 -9165.3
## - e7ee22effb 1 2.04 9017.5 -9165.3
## - `55907cc1de` 1 2.04 9017.5 -9165.3
## + `20f1afc5c7` 1 0.19 9015.2 -9165.3
## - `173b6590ae` 1 2.07 9017.5 -9165.2
## + `96e6f0be58` 1 0.17 9015.3 -9165.2
## + `12eda2d982` 1 0.15 9015.3 -9165.2
## + e5efa4d39a 1 0.11 9015.3 -9165.1
## + `2a457d15d9` 1 0.11 9015.3 -9165.1
## + `6516422788` 1 0.10 9015.3 -9165.1
## + `7841b6a5b1` 1 0.10 9015.3 -9165.1
## + `072b7e8f27` 1 0.08 9015.4 -9165.1
## + `7743f273c2` 1 0.07 9015.4 -9165.1
## + b709f75447 1 0.07 9015.4 -9165.1
## + `3df2300fa2` 1 0.06 9015.4 -9165.0
## + `779d13189e` 1 0.06 9015.4 -9165.0
## + `7cb7913148_1` 1 0.03 9015.4 -9165.0
## + `4fc17427c8` 1 0.03 9015.4 -9165.0
## + a24802caa5 1 0.02 9015.4 -9165.0
## + d035af6ffa 1 0.02 9015.4 -9164.9
## + b9a487ac3c 1 0.01 9015.4 -9164.9
## + `77b3b41efa` 1 0.01 9015.4 -9164.9
## + `7734c0c22f` 1 0.01 9015.4 -9164.9
## + `7cb7913148_5` 1 0.00 9015.4 -9164.9
## + fdf8628ca7 1 0.00 9015.4 -9164.9
## - `3eb53ae932` 1 2.42 9017.9 -9164.6
## - c1b8ce2354 1 2.42 9017.9 -9164.6
## - bdf934caa7 1 2.52 9018.0 -9164.4
## - `384bec5dd1_1` 1 2.69 9018.1 -9164.1
## - `98475257f7` 1 2.79 9018.2 -9163.9
## - f66b98dd69 1 2.91 9018.3 -9163.7
## - `96c30c7eef` 1 2.92 9018.4 -9163.7
## - `2719b72c0d` 1 3.01 9018.5 -9163.5
## - `298ed82b22` 1 3.41 9018.9 -9162.8
## - `136c1727c3` 1 3.47 9018.9 -9162.7
## - `1fa099bb01` 1 3.67 9019.1 -9162.4
## - `789b5244a9` 1 3.71 9019.1 -9162.3
## - ae08d2297e 1 3.96 9019.4 -9161.9
## - ed7e658a27 1 3.99 9019.4 -9161.8
## - `8de0382f02` 1 4.07 9019.5 -9161.7
## - b4112a94a6 1 4.07 9019.5 -9161.7
## - `1f222e3669` 1 4.17 9019.6 -9161.5
## - abca7a848f 1 4.40 9019.8 -9161.1
## - fe0318e273 1 4.70 9020.1 -9160.5
## - `65aed7dc1f` 1 6.31 9021.8 -9157.7
## - `99d44111c9` 1 6.66 9022.1 -9157.0
## - `49756d8e0f` 1 9.01 9024.4 -9152.9
## - `29bbd86997` 1 9.12 9024.6 -9152.7
## - `60ec1426ce` 1 14.17 9029.6 -9143.7
## - `016399044a` 1 18.84 9034.3 -9135.4
## - c0c3df65b1 1 19.86 9035.3 -9133.5
## - `1f3058af83` 1 20.68 9036.1 -9132.1
## - `087235d61e` 1 24.98 9040.4 -9124.4
## - f0a0febd35 1 25.16 9040.6 -9124.1
## - `7fe6cb4c98` 1 37.03 9052.5 -9103.0
## - `2bc6ab42f7` 1 40.74 9056.2 -9096.4
## - `87b982928b` 1 47.44 9062.9 -9084.5
## - a14fd026ce 1 49.81 9065.2 -9080.3
## - f013b60e50 1 53.83 9069.3 -9073.2
## - `5f360995ef` 1 54.18 9069.6 -9072.6
## - ea0f4a32e3 1 71.97 9087.4 -9041.1
## - `174825d438` 1 88.00 9103.4 -9012.7
## - `2d7fe4693a` 1 120.06 9135.5 -8956.2
## - `8f5f7c556a` 1 125.71 9141.1 -8946.3
## - `8c2e088a3d` 1 126.42 9141.9 -8945.0
## - e0a0772df0 1 174.44 9189.9 -8860.8
## - d2c775fa99 1 202.22 9217.7 -8812.2
## - beb6e17af1 1 285.70 9301.1 -8667.3
## - `5b862c0a8f` 1 299.82 9315.3 -8642.9
## - `9a575e82a4_1` 1 312.09 9327.5 -8621.7
## - `06888ceac9_1` 1 361.74 9377.2 -8536.4
## - `6db53d265a` 1 380.21 9395.6 -8504.7
## - e86a2190c1 1 390.13 9405.6 -8487.8
## - aee1e4fc85 1 447.22 9462.7 -8390.5
## - `253eb5ef11` 1 522.52 9538.0 -8263.0
##
## Step: AIC=-9167.26
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `7cb7913148_6` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` + d4d6566f9c +
## `04e7268385` + e7ee22effb + `298ed82b22` + abca7a848f + `29bbd86997` +
## `55907cc1de` + `1f222e3669` + `789b5244a9` + fbf66c8021 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `99d44111c9` + `0b846350ef` + ba54a2a637 + `7925993f42` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `0b846350ef` 1 0.96 9017.3 -9167.5
## - fbf66c8021 1 0.98 9017.3 -9167.5
## - `7cb7913148_4` 1 0.98 9017.3 -9167.5
## - `7cb7913148_6` 1 0.98 9017.3 -9167.5
## - aa69c802b6 1 1.09 9017.5 -9167.3
## <none> 9016.4 -9167.3
## - ba54a2a637 1 1.30 9017.7 -9166.9
## + `0342faceb5` 1 0.93 9015.4 -9166.9
## + `7cb7913148_3` 1 0.89 9015.5 -9166.8
## + fe8cdd80ba 1 0.83 9015.5 -9166.7
## - ffd1cdcfc1 1 1.44 9017.8 -9166.7
## + `2e874bc151` 1 0.78 9015.6 -9166.7
## + `435dec85e2` 1 0.76 9015.6 -9166.6
## - d4d6566f9c 1 1.58 9017.9 -9166.4
## + `9b6e0b36c2` 1 0.57 9015.8 -9166.3
## + `0e2ab0831c` 1 0.54 9015.8 -9166.2
## - `63bcf89b1d` 1 1.75 9018.1 -9166.1
## + `55cf3f7627` 1 0.48 9015.9 -9166.1
## + `25bbf0e7e7` 1 0.48 9015.9 -9166.1
## + `8a21502326` 1 0.48 9015.9 -9166.1
## + `7cb7913148_2` 1 0.42 9015.9 -9166.0
## + ee2ac696ff 1 0.39 9016.0 -9165.9
## + `7cb7913148_7` 1 0.38 9016.0 -9165.9
## - `7925993f42` 1 1.89 9018.3 -9165.9
## - `04e7268385` 1 1.91 9018.3 -9165.9
## + dcfcbc2ea1 1 0.31 9016.1 -9165.8
## - `3e200bf766` 1 1.97 9018.3 -9165.7
## - `56371466d7` 1 1.98 9018.4 -9165.7
## + `4468394575` 1 0.23 9016.1 -9165.7
## - `55907cc1de` 1 2.02 9018.4 -9165.7
## + ac826f0013 1 0.22 9016.1 -9165.6
## + c58f611921 1 0.21 9016.2 -9165.6
## + `8311343404` 1 0.21 9016.2 -9165.6
## + `20f1afc5c7` 1 0.19 9016.2 -9165.6
## - `173b6590ae` 1 2.06 9018.4 -9165.6
## - e7ee22effb 1 2.06 9018.4 -9165.6
## + `96e6f0be58` 1 0.16 9016.2 -9165.5
## + `12eda2d982` 1 0.15 9016.2 -9165.5
## + e5efa4d39a 1 0.12 9016.3 -9165.5
## + `2a457d15d9` 1 0.11 9016.3 -9165.5
## + `7841b6a5b1` 1 0.10 9016.3 -9165.4
## + `6516422788` 1 0.10 9016.3 -9165.4
## + `072b7e8f27` 1 0.08 9016.3 -9165.4
## + b709f75447 1 0.08 9016.3 -9165.4
## + `7743f273c2` 1 0.07 9016.3 -9165.4
## + `3df2300fa2` 1 0.06 9016.3 -9165.4
## + `779d13189e` 1 0.06 9016.3 -9165.4
## + `7cb7913148_1` 1 0.04 9016.3 -9165.3
## + `4fc17427c8` 1 0.03 9016.3 -9165.3
## + a24802caa5 1 0.02 9016.3 -9165.3
## + d035af6ffa 1 0.01 9016.4 -9165.3
## + b9a487ac3c 1 0.01 9016.4 -9165.3
## + `77b3b41efa` 1 0.01 9016.4 -9165.3
## + `7734c0c22f` 1 0.01 9016.4 -9165.3
## + `7cb7913148_5` 1 0.00 9016.4 -9165.3
## + fdf8628ca7 1 0.00 9016.4 -9165.3
## - `3eb53ae932` 1 2.41 9018.8 -9165.0
## - c1b8ce2354 1 2.41 9018.8 -9165.0
## - bdf934caa7 1 2.52 9018.9 -9164.8
## - `384bec5dd1_1` 1 2.69 9019.1 -9164.5
## - `98475257f7` 1 2.77 9019.1 -9164.3
## - f66b98dd69 1 2.92 9019.3 -9164.1
## - `96c30c7eef` 1 2.98 9019.3 -9163.9
## - `2719b72c0d` 1 3.02 9019.4 -9163.9
## - `298ed82b22` 1 3.37 9019.7 -9163.3
## - `136c1727c3` 1 3.51 9019.9 -9163.0
## - `1fa099bb01` 1 3.66 9020.0 -9162.7
## - `789b5244a9` 1 3.77 9020.1 -9162.5
## - ae08d2297e 1 3.99 9020.4 -9162.1
## - ed7e658a27 1 4.06 9020.4 -9162.0
## - `8de0382f02` 1 4.06 9020.4 -9162.0
## - b4112a94a6 1 4.06 9020.4 -9162.0
## - `1f222e3669` 1 4.17 9020.5 -9161.8
## - abca7a848f 1 4.33 9020.7 -9161.5
## - fe0318e273 1 4.77 9021.1 -9160.8
## - `65aed7dc1f` 1 6.25 9022.6 -9158.1
## - `99d44111c9` 1 6.67 9023.0 -9157.4
## - `49756d8e0f` 1 8.97 9025.3 -9153.3
## - `29bbd86997` 1 9.16 9025.5 -9152.9
## - `60ec1426ce` 1 14.16 9030.5 -9144.0
## - `016399044a` 1 18.79 9035.2 -9135.8
## - c0c3df65b1 1 19.89 9036.3 -9133.8
## - `1f3058af83` 1 20.57 9036.9 -9132.6
## - `087235d61e` 1 25.07 9041.4 -9124.6
## - f0a0febd35 1 25.08 9041.4 -9124.6
## - `7fe6cb4c98` 1 37.16 9053.5 -9103.1
## - `2bc6ab42f7` 1 40.61 9057.0 -9097.0
## - `87b982928b` 1 47.46 9063.8 -9084.8
## - a14fd026ce 1 49.67 9066.0 -9080.9
## - f013b60e50 1 53.74 9070.1 -9073.7
## - `5f360995ef` 1 54.18 9070.5 -9072.9
## - ea0f4a32e3 1 71.83 9088.2 -9041.7
## - `174825d438` 1 87.93 9104.3 -9013.2
## - `2d7fe4693a` 1 119.87 9136.2 -8956.9
## - `8f5f7c556a` 1 125.61 9142.0 -8946.8
## - `8c2e088a3d` 1 126.81 9143.2 -8944.7
## - e0a0772df0 1 174.86 9191.2 -8860.4
## - d2c775fa99 1 202.21 9218.6 -8812.6
## - beb6e17af1 1 286.21 9302.6 -8666.8
## - `5b862c0a8f` 1 300.12 9316.5 -8642.8
## - `9a575e82a4_1` 1 311.84 9328.2 -8622.6
## - `06888ceac9_1` 1 362.01 9378.4 -8536.3
## - `6db53d265a` 1 380.61 9397.0 -8504.4
## - e86a2190c1 1 390.49 9406.9 -8487.5
## - aee1e4fc85 1 447.07 9463.4 -8391.1
## - `253eb5ef11` 1 523.04 9539.4 -8262.6
##
## Step: AIC=-9167.55
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `7cb7913148_6` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` + d4d6566f9c +
## `04e7268385` + e7ee22effb + `298ed82b22` + abca7a848f + `29bbd86997` +
## `55907cc1de` + `1f222e3669` + `789b5244a9` + fbf66c8021 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `99d44111c9` + ba54a2a637 + `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - fbf66c8021 1 0.97 9018.3 -9167.8
## - `7cb7913148_4` 1 0.98 9018.3 -9167.8
## - `7cb7913148_6` 1 0.98 9018.3 -9167.8
## - aa69c802b6 1 1.09 9018.4 -9167.6
## <none> 9017.3 -9167.5
## + `0b846350ef` 1 0.96 9016.4 -9167.3
## - ba54a2a637 1 1.30 9018.6 -9167.2
## + `0342faceb5` 1 0.91 9016.4 -9167.2
## + `7cb7913148_3` 1 0.89 9016.4 -9167.1
## + fe8cdd80ba 1 0.83 9016.5 -9167.0
## - ffd1cdcfc1 1 1.42 9018.7 -9167.0
## + `2e874bc151` 1 0.77 9016.6 -9166.9
## + `435dec85e2` 1 0.75 9016.6 -9166.9
## - d4d6566f9c 1 1.56 9018.9 -9166.8
## + `9b6e0b36c2` 1 0.57 9016.8 -9166.6
## + `0e2ab0831c` 1 0.54 9016.8 -9166.5
## - `63bcf89b1d` 1 1.74 9019.1 -9166.5
## + `55cf3f7627` 1 0.48 9016.8 -9166.4
## + `25bbf0e7e7` 1 0.48 9016.8 -9166.4
## + `8a21502326` 1 0.47 9016.9 -9166.4
## + `7cb7913148_2` 1 0.40 9016.9 -9166.3
## + ee2ac696ff 1 0.39 9016.9 -9166.2
## + `7cb7913148_7` 1 0.38 9016.9 -9166.2
## - `04e7268385` 1 1.89 9019.2 -9166.2
## + dcfcbc2ea1 1 0.31 9017.0 -9166.1
## - `7925993f42` 1 1.95 9019.3 -9166.1
## - `3e200bf766` 1 1.99 9019.3 -9166.0
## - `56371466d7` 1 1.99 9019.3 -9166.0
## - `55907cc1de` 1 2.00 9019.3 -9166.0
## + c58f611921 1 0.22 9017.1 -9165.9
## + `4468394575` 1 0.21 9017.1 -9165.9
## + `8311343404` 1 0.21 9017.1 -9165.9
## + ac826f0013 1 0.21 9017.1 -9165.9
## + `20f1afc5c7` 1 0.19 9017.1 -9165.9
## - e7ee22effb 1 2.07 9019.4 -9165.8
## + `96e6f0be58` 1 0.16 9017.2 -9165.8
## + `12eda2d982` 1 0.15 9017.2 -9165.8
## - `173b6590ae` 1 2.10 9019.4 -9165.8
## + e5efa4d39a 1 0.12 9017.2 -9165.8
## + `2a457d15d9` 1 0.11 9017.2 -9165.8
## + `6516422788` 1 0.10 9017.2 -9165.7
## + `7841b6a5b1` 1 0.10 9017.2 -9165.7
## + `072b7e8f27` 1 0.08 9017.2 -9165.7
## + b709f75447 1 0.08 9017.2 -9165.7
## + `7743f273c2` 1 0.07 9017.3 -9165.7
## + `779d13189e` 1 0.06 9017.3 -9165.7
## + `3df2300fa2` 1 0.06 9017.3 -9165.6
## + `7cb7913148_1` 1 0.04 9017.3 -9165.6
## + `4fc17427c8` 1 0.03 9017.3 -9165.6
## + a24802caa5 1 0.02 9017.3 -9165.6
## + d035af6ffa 1 0.01 9017.3 -9165.6
## + b9a487ac3c 1 0.01 9017.3 -9165.6
## + `77b3b41efa` 1 0.01 9017.3 -9165.6
## + `7734c0c22f` 1 0.00 9017.3 -9165.6
## + `7cb7913148_5` 1 0.00 9017.3 -9165.5
## + fdf8628ca7 1 0.00 9017.3 -9165.5
## - `3eb53ae932` 1 2.42 9019.8 -9165.2
## - c1b8ce2354 1 2.42 9019.8 -9165.2
## - bdf934caa7 1 2.53 9019.9 -9165.0
## - `384bec5dd1_1` 1 2.70 9020.0 -9164.7
## - `98475257f7` 1 2.79 9020.1 -9164.6
## - f66b98dd69 1 2.93 9020.3 -9164.3
## - `96c30c7eef` 1 2.97 9020.3 -9164.3
## - `2719b72c0d` 1 3.04 9020.4 -9164.1
## - `298ed82b22` 1 3.32 9020.6 -9163.6
## - `136c1727c3` 1 3.52 9020.8 -9163.3
## - `1fa099bb01` 1 3.61 9020.9 -9163.1
## - `789b5244a9` 1 3.76 9021.1 -9162.8
## - ae08d2297e 1 4.01 9021.3 -9162.4
## - ed7e658a27 1 4.05 9021.4 -9162.3
## - `8de0382f02` 1 4.07 9021.4 -9162.3
## - b4112a94a6 1 4.08 9021.4 -9162.3
## - `1f222e3669` 1 4.12 9021.4 -9162.2
## - abca7a848f 1 4.33 9021.7 -9161.8
## - fe0318e273 1 4.78 9022.1 -9161.0
## - `65aed7dc1f` 1 6.29 9023.6 -9158.3
## - `99d44111c9` 1 6.67 9024.0 -9157.7
## - `49756d8e0f` 1 8.98 9026.3 -9153.5
## - `29bbd86997` 1 9.21 9026.5 -9153.1
## - `60ec1426ce` 1 14.15 9031.5 -9144.3
## - `016399044a` 1 18.73 9036.1 -9136.2
## - c0c3df65b1 1 19.89 9037.2 -9134.1
## - `1f3058af83` 1 20.55 9037.9 -9132.9
## - f0a0febd35 1 25.13 9042.5 -9124.8
## - `087235d61e` 1 25.15 9042.5 -9124.8
## - `7fe6cb4c98` 1 37.25 9054.6 -9103.3
## - `2bc6ab42f7` 1 40.74 9058.1 -9097.1
## - `87b982928b` 1 47.39 9064.7 -9085.3
## - a14fd026ce 1 49.59 9066.9 -9081.4
## - f013b60e50 1 53.83 9071.2 -9073.8
## - `5f360995ef` 1 54.18 9071.5 -9073.2
## - ea0f4a32e3 1 71.72 9089.0 -9042.2
## - `174825d438` 1 87.96 9105.3 -9013.5
## - `2d7fe4693a` 1 119.79 9137.1 -8957.4
## - `8f5f7c556a` 1 125.74 9143.1 -8946.9
## - `8c2e088a3d` 1 126.76 9144.1 -8945.1
## - e0a0772df0 1 174.58 9191.9 -8861.2
## - d2c775fa99 1 202.41 9219.7 -8812.6
## - beb6e17af1 1 285.83 9303.2 -8667.8
## - `5b862c0a8f` 1 299.82 9317.1 -8643.6
## - `9a575e82a4_1` 1 311.88 9329.2 -8622.8
## - `06888ceac9_1` 1 362.11 9379.4 -8536.5
## - `6db53d265a` 1 381.23 9398.6 -8503.7
## - e86a2190c1 1 390.23 9407.6 -8488.4
## - aee1e4fc85 1 447.48 9464.8 -8390.8
## - `253eb5ef11` 1 523.16 9540.5 -8262.7
##
## Step: AIC=-9167.82
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_4` + `7cb7913148_6` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + ffd1cdcfc1 +
## `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` + d4d6566f9c +
## `04e7268385` + e7ee22effb + `298ed82b22` + abca7a848f + `29bbd86997` +
## `55907cc1de` + `1f222e3669` + `789b5244a9` + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + `99d44111c9` +
## ba54a2a637 + `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_4` 1 0.98 9019.3 -9168.1
## - `7cb7913148_6` 1 0.99 9019.3 -9168.1
## - aa69c802b6 1 1.08 9019.4 -9167.9
## <none> 9018.3 -9167.8
## + fbf66c8021 1 0.97 9017.3 -9167.5
## + `0b846350ef` 1 0.95 9017.3 -9167.5
## - ba54a2a637 1 1.29 9019.6 -9167.5
## + `0342faceb5` 1 0.90 9017.4 -9167.4
## + `7cb7913148_3` 1 0.87 9017.4 -9167.4
## + fe8cdd80ba 1 0.87 9017.4 -9167.4
## - ffd1cdcfc1 1 1.41 9019.7 -9167.3
## + `2e874bc151` 1 0.79 9017.5 -9167.2
## + `435dec85e2` 1 0.77 9017.5 -9167.2
## - d4d6566f9c 1 1.54 9019.8 -9167.1
## + `9b6e0b36c2` 1 0.57 9017.7 -9166.8
## + `0e2ab0831c` 1 0.53 9017.8 -9166.8
## - `63bcf89b1d` 1 1.75 9020.0 -9166.7
## + `25bbf0e7e7` 1 0.48 9017.8 -9166.7
## + `55cf3f7627` 1 0.48 9017.8 -9166.7
## + `8a21502326` 1 0.46 9017.8 -9166.6
## + `7cb7913148_2` 1 0.40 9017.9 -9166.5
## + ee2ac696ff 1 0.39 9017.9 -9166.5
## - `04e7268385` 1 1.86 9020.2 -9166.5
## + `7cb7913148_7` 1 0.37 9017.9 -9166.5
## + dcfcbc2ea1 1 0.32 9018.0 -9166.4
## - `7925993f42` 1 1.96 9020.3 -9166.3
## - `56371466d7` 1 2.00 9020.3 -9166.3
## - `55907cc1de` 1 2.01 9020.3 -9166.2
## - `3e200bf766` 1 2.01 9020.3 -9166.2
## + c58f611921 1 0.22 9018.1 -9166.2
## + ac826f0013 1 0.21 9018.1 -9166.2
## + `8311343404` 1 0.21 9018.1 -9166.2
## + `4468394575` 1 0.21 9018.1 -9166.2
## + `20f1afc5c7` 1 0.20 9018.1 -9166.2
## - e7ee22effb 1 2.07 9020.4 -9166.1
## + `96e6f0be58` 1 0.16 9018.1 -9166.1
## + `12eda2d982` 1 0.15 9018.1 -9166.1
## - `173b6590ae` 1 2.11 9020.4 -9166.1
## + `2a457d15d9` 1 0.12 9018.2 -9166.0
## + e5efa4d39a 1 0.12 9018.2 -9166.0
## + `7841b6a5b1` 1 0.10 9018.2 -9166.0
## + `6516422788` 1 0.10 9018.2 -9166.0
## + b709f75447 1 0.08 9018.2 -9166.0
## + `072b7e8f27` 1 0.08 9018.2 -9166.0
## + `7743f273c2` 1 0.07 9018.2 -9165.9
## + `779d13189e` 1 0.06 9018.2 -9165.9
## + `3df2300fa2` 1 0.06 9018.2 -9165.9
## + `7cb7913148_1` 1 0.04 9018.3 -9165.9
## + `4fc17427c8` 1 0.03 9018.3 -9165.9
## + a24802caa5 1 0.02 9018.3 -9165.9
## + d035af6ffa 1 0.02 9018.3 -9165.8
## + b9a487ac3c 1 0.01 9018.3 -9165.8
## + `7734c0c22f` 1 0.01 9018.3 -9165.8
## + `77b3b41efa` 1 0.01 9018.3 -9165.8
## + `7cb7913148_5` 1 0.00 9018.3 -9165.8
## + fdf8628ca7 1 0.00 9018.3 -9165.8
## - `3eb53ae932` 1 2.44 9020.7 -9165.5
## - c1b8ce2354 1 2.44 9020.7 -9165.5
## - bdf934caa7 1 2.59 9020.9 -9165.2
## - `384bec5dd1_1` 1 2.69 9021.0 -9165.0
## - `98475257f7` 1 2.78 9021.1 -9164.9
## - f66b98dd69 1 2.91 9021.2 -9164.6
## - `96c30c7eef` 1 2.97 9021.3 -9164.5
## - `2719b72c0d` 1 3.01 9021.3 -9164.5
## - `298ed82b22` 1 3.29 9021.6 -9164.0
## - `136c1727c3` 1 3.57 9021.9 -9163.5
## - `1fa099bb01` 1 3.61 9021.9 -9163.4
## - `789b5244a9` 1 3.76 9022.1 -9163.1
## - ae08d2297e 1 4.03 9022.3 -9162.6
## - ed7e658a27 1 4.04 9022.3 -9162.6
## - `8de0382f02` 1 4.11 9022.4 -9162.5
## - `1f222e3669` 1 4.11 9022.4 -9162.5
## - b4112a94a6 1 4.11 9022.4 -9162.5
## - abca7a848f 1 4.32 9022.6 -9162.1
## - fe0318e273 1 4.78 9023.1 -9161.3
## - `65aed7dc1f` 1 6.35 9024.6 -9158.5
## - `99d44111c9` 1 6.66 9025.0 -9158.0
## - `49756d8e0f` 1 8.94 9027.2 -9153.9
## - `29bbd86997` 1 9.15 9027.4 -9153.5
## - `60ec1426ce` 1 14.16 9032.5 -9144.6
## - `016399044a` 1 18.69 9037.0 -9136.5
## - c0c3df65b1 1 19.99 9038.3 -9134.2
## - `1f3058af83` 1 20.61 9038.9 -9133.1
## - f0a0febd35 1 25.05 9043.3 -9125.2
## - `087235d61e` 1 25.27 9043.6 -9124.8
## - `7fe6cb4c98` 1 37.33 9055.6 -9103.4
## - `2bc6ab42f7` 1 40.85 9059.1 -9097.2
## - `87b982928b` 1 47.35 9065.6 -9085.6
## - a14fd026ce 1 49.58 9067.9 -9081.7
## - f013b60e50 1 53.67 9072.0 -9074.4
## - `5f360995ef` 1 54.46 9072.8 -9073.0
## - ea0f4a32e3 1 71.76 9090.1 -9042.4
## - `174825d438` 1 87.92 9106.2 -9013.8
## - `2d7fe4693a` 1 119.88 9138.2 -8957.5
## - `8f5f7c556a` 1 125.80 9144.1 -8947.1
## - `8c2e088a3d` 1 126.98 9145.3 -8945.0
## - e0a0772df0 1 174.62 9192.9 -8861.5
## - d2c775fa99 1 202.37 9220.7 -8813.0
## - beb6e17af1 1 286.13 9304.4 -8667.6
## - `5b862c0a8f` 1 299.91 9318.2 -8643.8
## - `9a575e82a4_1` 1 312.21 9330.5 -8622.6
## - `06888ceac9_1` 1 362.26 9380.6 -8536.6
## - `6db53d265a` 1 381.18 9399.5 -8504.2
## - e86a2190c1 1 390.42 9408.7 -8488.4
## - aee1e4fc85 1 447.15 9465.4 -8391.7
## - `253eb5ef11` 1 522.71 9541.0 -8263.9
##
## Step: AIC=-9168.07
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_6` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `99d44111c9` + ba54a2a637 + `7925993f42` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_6` 1 0.98 9020.3 -9168.3
## - aa69c802b6 1 1.11 9020.4 -9168.1
## <none> 9019.3 -9168.1
## + `7cb7913148_4` 1 0.98 9018.3 -9167.8
## + fbf66c8021 1 0.97 9018.3 -9167.8
## - ba54a2a637 1 1.29 9020.6 -9167.8
## + `0b846350ef` 1 0.95 9018.3 -9167.8
## + `7cb7913148_3` 1 0.95 9018.3 -9167.8
## + `0342faceb5` 1 0.89 9018.4 -9167.7
## + fe8cdd80ba 1 0.87 9018.4 -9167.6
## - ffd1cdcfc1 1 1.41 9020.7 -9167.6
## + `2e874bc151` 1 0.79 9018.5 -9167.5
## + `435dec85e2` 1 0.77 9018.5 -9167.4
## - d4d6566f9c 1 1.53 9020.8 -9167.4
## + `9b6e0b36c2` 1 0.57 9018.7 -9167.1
## + `0e2ab0831c` 1 0.57 9018.7 -9167.1
## + `55cf3f7627` 1 0.49 9018.8 -9166.9
## - `63bcf89b1d` 1 1.76 9021.0 -9166.9
## + `25bbf0e7e7` 1 0.47 9018.8 -9166.9
## + `8a21502326` 1 0.45 9018.8 -9166.9
## + ee2ac696ff 1 0.40 9018.9 -9166.8
## + `7cb7913148_7` 1 0.37 9018.9 -9166.7
## - `04e7268385` 1 1.88 9021.2 -9166.7
## + dcfcbc2ea1 1 0.31 9019.0 -9166.6
## + `7cb7913148_2` 1 0.31 9019.0 -9166.6
## - `7925993f42` 1 1.94 9021.2 -9166.6
## - `56371466d7` 1 1.95 9021.2 -9166.6
## - `3e200bf766` 1 2.01 9021.3 -9166.5
## - e7ee22effb 1 2.03 9021.3 -9166.5
## + c58f611921 1 0.22 9019.1 -9166.5
## - `55907cc1de` 1 2.03 9021.3 -9166.5
## + ac826f0013 1 0.21 9019.1 -9166.4
## + `4468394575` 1 0.20 9019.1 -9166.4
## + `8311343404` 1 0.20 9019.1 -9166.4
## + `20f1afc5c7` 1 0.19 9019.1 -9166.4
## + `96e6f0be58` 1 0.16 9019.1 -9166.4
## + `12eda2d982` 1 0.15 9019.1 -9166.3
## + e5efa4d39a 1 0.12 9019.2 -9166.3
## + `2a457d15d9` 1 0.12 9019.2 -9166.3
## - `173b6590ae` 1 2.13 9021.4 -9166.3
## + `7841b6a5b1` 1 0.11 9019.2 -9166.3
## + `6516422788` 1 0.09 9019.2 -9166.2
## + b709f75447 1 0.08 9019.2 -9166.2
## + `072b7e8f27` 1 0.08 9019.2 -9166.2
## + `7743f273c2` 1 0.07 9019.2 -9166.2
## + `779d13189e` 1 0.06 9019.2 -9166.2
## + `3df2300fa2` 1 0.06 9019.2 -9166.2
## + `4fc17427c8` 1 0.03 9019.2 -9166.1
## + a24802caa5 1 0.03 9019.3 -9166.1
## + d035af6ffa 1 0.02 9019.3 -9166.1
## + b9a487ac3c 1 0.01 9019.3 -9166.1
## + `7cb7913148_1` 1 0.01 9019.3 -9166.1
## + `7734c0c22f` 1 0.01 9019.3 -9166.1
## + `77b3b41efa` 1 0.01 9019.3 -9166.1
## + `7cb7913148_5` 1 0.00 9019.3 -9166.1
## + fdf8628ca7 1 0.00 9019.3 -9166.1
## - `3eb53ae932` 1 2.47 9021.7 -9165.7
## - c1b8ce2354 1 2.47 9021.7 -9165.7
## - bdf934caa7 1 2.57 9021.8 -9165.5
## - `384bec5dd1_1` 1 2.67 9021.9 -9165.3
## - `98475257f7` 1 2.74 9022.0 -9165.2
## - f66b98dd69 1 2.89 9022.2 -9164.9
## - `96c30c7eef` 1 2.93 9022.2 -9164.8
## - `2719b72c0d` 1 2.99 9022.3 -9164.7
## - `298ed82b22` 1 3.26 9022.5 -9164.3
## - `136c1727c3` 1 3.60 9022.9 -9163.7
## - `1fa099bb01` 1 3.63 9022.9 -9163.6
## - `789b5244a9` 1 3.72 9023.0 -9163.4
## - ed7e658a27 1 4.00 9023.3 -9162.9
## - ae08d2297e 1 4.02 9023.3 -9162.9
## - `1f222e3669` 1 4.11 9023.4 -9162.8
## - `8de0382f02` 1 4.11 9023.4 -9162.7
## - b4112a94a6 1 4.11 9023.4 -9162.7
## - abca7a848f 1 4.32 9023.6 -9162.4
## - fe0318e273 1 4.79 9024.1 -9161.5
## - `65aed7dc1f` 1 6.30 9025.6 -9158.8
## - `99d44111c9` 1 6.65 9025.9 -9158.2
## - `49756d8e0f` 1 8.86 9028.1 -9154.3
## - `29bbd86997` 1 9.23 9028.5 -9153.6
## - `60ec1426ce` 1 14.22 9033.5 -9144.7
## - `016399044a` 1 18.76 9038.0 -9136.7
## - c0c3df65b1 1 19.96 9039.2 -9134.5
## - `1f3058af83` 1 20.79 9040.1 -9133.1
## - f0a0febd35 1 25.13 9044.4 -9125.3
## - `087235d61e` 1 25.49 9044.8 -9124.7
## - `7fe6cb4c98` 1 37.24 9056.5 -9103.8
## - `2bc6ab42f7` 1 40.98 9060.3 -9097.2
## - `87b982928b` 1 47.40 9066.7 -9085.8
## - a14fd026ce 1 49.52 9068.8 -9082.0
## - f013b60e50 1 53.86 9073.1 -9074.3
## - `5f360995ef` 1 54.55 9073.8 -9073.1
## - ea0f4a32e3 1 71.63 9090.9 -9042.9
## - `174825d438` 1 87.75 9107.0 -9014.4
## - `2d7fe4693a` 1 119.86 9139.1 -8957.8
## - `8f5f7c556a` 1 125.87 9145.2 -8947.2
## - `8c2e088a3d` 1 126.93 9146.2 -8945.4
## - e0a0772df0 1 174.58 9193.9 -8861.8
## - d2c775fa99 1 202.27 9221.6 -8813.5
## - beb6e17af1 1 286.32 9305.6 -8667.6
## - `5b862c0a8f` 1 300.44 9319.7 -8643.2
## - `9a575e82a4_1` 1 312.63 9331.9 -8622.2
## - `06888ceac9_1` 1 362.49 9381.8 -8536.5
## - `6db53d265a` 1 381.31 9400.6 -8504.3
## - e86a2190c1 1 390.08 9409.4 -8489.3
## - aee1e4fc85 1 448.07 9467.3 -8390.5
## - `253eb5ef11` 1 522.74 9542.0 -8264.2
##
## Step: AIC=-9168.31
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + `6db53d265a` + `5b862c0a8f` + beb6e17af1 +
## e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## d4d6566f9c + `04e7268385` + e7ee22effb + `298ed82b22` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `99d44111c9` + ba54a2a637 + `7925993f42` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - aa69c802b6 1 1.11 9021.4 -9168.3
## <none> 9020.3 -9168.3
## + `7cb7913148_6` 1 0.98 9019.3 -9168.1
## + fbf66c8021 1 0.98 9019.3 -9168.1
## + `7cb7913148_4` 1 0.98 9019.3 -9168.1
## + `7cb7913148_3` 1 0.96 9019.3 -9168.0
## - ba54a2a637 1 1.29 9021.6 -9168.0
## + `0b846350ef` 1 0.95 9019.3 -9168.0
## + `0342faceb5` 1 0.88 9019.4 -9167.9
## + fe8cdd80ba 1 0.88 9019.4 -9167.9
## - ffd1cdcfc1 1 1.40 9021.7 -9167.8
## + `2e874bc151` 1 0.77 9019.5 -9167.7
## + `435dec85e2` 1 0.76 9019.5 -9167.7
## - d4d6566f9c 1 1.54 9021.8 -9167.6
## + `9b6e0b36c2` 1 0.57 9019.7 -9167.3
## + `0e2ab0831c` 1 0.57 9019.7 -9167.3
## - `63bcf89b1d` 1 1.74 9022.0 -9167.2
## + `55cf3f7627` 1 0.47 9019.8 -9167.1
## + `25bbf0e7e7` 1 0.47 9019.8 -9167.1
## + `8a21502326` 1 0.44 9019.8 -9167.1
## + ee2ac696ff 1 0.40 9019.9 -9167.0
## + `7cb7913148_7` 1 0.37 9019.9 -9167.0
## - `04e7268385` 1 1.88 9022.1 -9167.0
## + dcfcbc2ea1 1 0.32 9019.9 -9166.9
## - `7925993f42` 1 1.94 9022.2 -9166.9
## + `7cb7913148_2` 1 0.30 9020.0 -9166.8
## - `56371466d7` 1 1.95 9022.2 -9166.8
## - e7ee22effb 1 1.98 9022.2 -9166.8
## - `55907cc1de` 1 1.98 9022.2 -9166.8
## + c58f611921 1 0.21 9020.1 -9166.7
## + ac826f0013 1 0.21 9020.1 -9166.7
## - `3e200bf766` 1 2.04 9022.3 -9166.7
## + `4468394575` 1 0.21 9020.1 -9166.7
## + `8311343404` 1 0.18 9020.1 -9166.6
## + `20f1afc5c7` 1 0.18 9020.1 -9166.6
## + `96e6f0be58` 1 0.17 9020.1 -9166.6
## + `12eda2d982` 1 0.16 9020.1 -9166.6
## + e5efa4d39a 1 0.12 9020.1 -9166.5
## + `2a457d15d9` 1 0.11 9020.2 -9166.5
## - `173b6590ae` 1 2.14 9022.4 -9166.5
## + `7841b6a5b1` 1 0.10 9020.2 -9166.5
## + `6516422788` 1 0.09 9020.2 -9166.5
## + `072b7e8f27` 1 0.08 9020.2 -9166.5
## + b709f75447 1 0.08 9020.2 -9166.5
## + `779d13189e` 1 0.06 9020.2 -9166.4
## + `7743f273c2` 1 0.06 9020.2 -9166.4
## + `3df2300fa2` 1 0.06 9020.2 -9166.4
## + `4fc17427c8` 1 0.03 9020.2 -9166.4
## + a24802caa5 1 0.03 9020.2 -9166.4
## + d035af6ffa 1 0.02 9020.2 -9166.4
## + b9a487ac3c 1 0.01 9020.3 -9166.3
## + `77b3b41efa` 1 0.01 9020.3 -9166.3
## + `7734c0c22f` 1 0.01 9020.3 -9166.3
## + `7cb7913148_1` 1 0.01 9020.3 -9166.3
## + `7cb7913148_5` 1 0.00 9020.3 -9166.3
## + fdf8628ca7 1 0.00 9020.3 -9166.3
## - `3eb53ae932` 1 2.49 9022.8 -9165.9
## - c1b8ce2354 1 2.49 9022.8 -9165.9
## - bdf934caa7 1 2.55 9022.8 -9165.8
## - `384bec5dd1_1` 1 2.64 9022.9 -9165.6
## - `98475257f7` 1 2.75 9023.0 -9165.4
## - f66b98dd69 1 2.86 9023.1 -9165.2
## - `96c30c7eef` 1 2.96 9023.2 -9165.0
## - `2719b72c0d` 1 2.96 9023.2 -9165.0
## - `298ed82b22` 1 3.21 9023.5 -9164.6
## - `1fa099bb01` 1 3.57 9023.8 -9164.0
## - `136c1727c3` 1 3.62 9023.9 -9163.9
## - `789b5244a9` 1 3.75 9024.0 -9163.6
## - ae08d2297e 1 3.99 9024.3 -9163.2
## - ed7e658a27 1 4.03 9024.3 -9163.1
## - `1f222e3669` 1 4.06 9024.3 -9163.1
## - `8de0382f02` 1 4.14 9024.4 -9162.9
## - b4112a94a6 1 4.15 9024.4 -9162.9
## - abca7a848f 1 4.32 9024.6 -9162.6
## - fe0318e273 1 4.77 9025.0 -9161.8
## - `65aed7dc1f` 1 6.27 9026.5 -9159.1
## - `99d44111c9` 1 6.65 9026.9 -9158.5
## - `49756d8e0f` 1 8.89 9029.1 -9154.5
## - `29bbd86997` 1 9.24 9029.5 -9153.9
## - `60ec1426ce` 1 14.25 9034.5 -9144.9
## - `016399044a` 1 18.65 9038.9 -9137.1
## - c0c3df65b1 1 19.89 9040.2 -9134.9
## - `1f3058af83` 1 20.88 9041.1 -9133.1
## - f0a0febd35 1 25.10 9045.4 -9125.6
## - `087235d61e` 1 25.43 9045.7 -9125.0
## - `7fe6cb4c98` 1 37.20 9057.5 -9104.1
## - `2bc6ab42f7` 1 41.09 9061.4 -9097.2
## - `87b982928b` 1 47.37 9067.6 -9086.1
## - a14fd026ce 1 49.50 9069.8 -9082.3
## - f013b60e50 1 53.78 9074.0 -9074.7
## - `5f360995ef` 1 54.60 9074.9 -9073.3
## - ea0f4a32e3 1 71.49 9091.8 -9043.4
## - `174825d438` 1 87.89 9108.2 -9014.4
## - `2d7fe4693a` 1 119.71 9140.0 -8958.3
## - `8f5f7c556a` 1 125.99 9146.3 -8947.3
## - `8c2e088a3d` 1 126.78 9147.0 -8945.9
## - e0a0772df0 1 174.47 9194.7 -8862.3
## - d2c775fa99 1 201.99 9222.2 -8814.2
## - beb6e17af1 1 286.05 9306.3 -8668.3
## - `5b862c0a8f` 1 300.27 9320.5 -8643.8
## - `9a575e82a4_1` 1 312.46 9332.7 -8622.8
## - `06888ceac9_1` 1 362.34 9382.6 -8537.1
## - `6db53d265a` 1 381.27 9401.5 -8504.7
## - e86a2190c1 1 390.27 9410.5 -8489.3
## - aee1e4fc85 1 448.12 9468.4 -8390.7
## - `253eb5ef11` 1 522.16 9542.4 -8265.5
##
## Step: AIC=-9168.34
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + `6db53d265a` + `5b862c0a8f` + beb6e17af1 +
## e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## d4d6566f9c + `04e7268385` + e7ee22effb + `298ed82b22` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `99d44111c9` + ba54a2a637 + `7925993f42`
##
## Df Sum of Sq RSS AIC
## <none> 9021.4 -9168.3
## + aa69c802b6 1 1.11 9020.3 -9168.3
## + `7cb7913148_4` 1 1.00 9020.4 -9168.1
## + `7cb7913148_6` 1 0.99 9020.4 -9168.1
## + fbf66c8021 1 0.98 9020.4 -9168.1
## - ba54a2a637 1 1.29 9022.7 -9168.0
## + `0b846350ef` 1 0.95 9020.4 -9168.0
## + `7cb7913148_3` 1 0.94 9020.4 -9168.0
## + `0342faceb5` 1 0.91 9020.5 -9168.0
## + fe8cdd80ba 1 0.89 9020.5 -9167.9
## - ffd1cdcfc1 1 1.42 9022.8 -9167.8
## + `2e874bc151` 1 0.77 9020.6 -9167.7
## + `435dec85e2` 1 0.76 9020.6 -9167.7
## - d4d6566f9c 1 1.53 9022.9 -9167.6
## + `9b6e0b36c2` 1 0.57 9020.8 -9167.4
## + `0e2ab0831c` 1 0.57 9020.8 -9167.4
## - `63bcf89b1d` 1 1.74 9023.1 -9167.2
## + `25bbf0e7e7` 1 0.48 9020.9 -9167.2
## + `55cf3f7627` 1 0.46 9020.9 -9167.2
## + `8a21502326` 1 0.45 9020.9 -9167.1
## - `04e7268385` 1 1.84 9023.2 -9167.1
## + ee2ac696ff 1 0.40 9021.0 -9167.1
## + `7cb7913148_7` 1 0.37 9021.0 -9167.0
## - `56371466d7` 1 1.90 9023.3 -9166.9
## + dcfcbc2ea1 1 0.31 9021.1 -9166.9
## + `7cb7913148_2` 1 0.30 9021.1 -9166.9
## - `7925993f42` 1 1.96 9023.3 -9166.8
## - `55907cc1de` 1 1.98 9023.4 -9166.8
## - e7ee22effb 1 1.99 9023.4 -9166.8
## - `3e200bf766` 1 2.03 9023.4 -9166.7
## + c58f611921 1 0.22 9021.2 -9166.7
## + `4468394575` 1 0.22 9021.2 -9166.7
## + ac826f0013 1 0.21 9021.2 -9166.7
## + `20f1afc5c7` 1 0.19 9021.2 -9166.7
## + `8311343404` 1 0.18 9021.2 -9166.7
## + `96e6f0be58` 1 0.16 9021.2 -9166.6
## + `12eda2d982` 1 0.15 9021.2 -9166.6
## + e5efa4d39a 1 0.12 9021.2 -9166.6
## - `173b6590ae` 1 2.13 9023.5 -9166.5
## + `2a457d15d9` 1 0.11 9021.3 -9166.5
## + `7841b6a5b1` 1 0.10 9021.3 -9166.5
## + `072b7e8f27` 1 0.09 9021.3 -9166.5
## + `6516422788` 1 0.09 9021.3 -9166.5
## + b709f75447 1 0.08 9021.3 -9166.5
## + `7743f273c2` 1 0.07 9021.3 -9166.5
## + `779d13189e` 1 0.06 9021.3 -9166.5
## + `3df2300fa2` 1 0.06 9021.3 -9166.4
## + `4fc17427c8` 1 0.03 9021.3 -9166.4
## + a24802caa5 1 0.03 9021.3 -9166.4
## + d035af6ffa 1 0.02 9021.4 -9166.4
## + `7cb7913148_5` 1 0.01 9021.4 -9166.4
## + `77b3b41efa` 1 0.01 9021.4 -9166.4
## + b9a487ac3c 1 0.01 9021.4 -9166.3
## + `7cb7913148_1` 1 0.00 9021.4 -9166.3
## + `7734c0c22f` 1 0.00 9021.4 -9166.3
## + fdf8628ca7 1 0.00 9021.4 -9166.3
## - `3eb53ae932` 1 2.50 9023.9 -9165.9
## - c1b8ce2354 1 2.50 9023.9 -9165.9
## - bdf934caa7 1 2.50 9023.9 -9165.9
## - `384bec5dd1_1` 1 2.65 9024.0 -9165.6
## - `98475257f7` 1 2.75 9024.1 -9165.4
## - f66b98dd69 1 2.83 9024.2 -9165.3
## - `2719b72c0d` 1 2.94 9024.3 -9165.1
## - `96c30c7eef` 1 2.95 9024.3 -9165.1
## - `298ed82b22` 1 3.24 9024.6 -9164.6
## - `1fa099bb01` 1 3.59 9025.0 -9163.9
## - `136c1727c3` 1 3.61 9025.0 -9163.9
## - `789b5244a9` 1 3.73 9025.1 -9163.7
## - ae08d2297e 1 3.92 9025.3 -9163.3
## - ed7e658a27 1 4.02 9025.4 -9163.2
## - `1f222e3669` 1 4.06 9025.4 -9163.1
## - `8de0382f02` 1 4.15 9025.5 -9162.9
## - b4112a94a6 1 4.15 9025.5 -9162.9
## - abca7a848f 1 4.28 9025.7 -9162.7
## - fe0318e273 1 4.78 9026.2 -9161.8
## - `65aed7dc1f` 1 6.30 9027.7 -9159.1
## - `99d44111c9` 1 6.65 9028.0 -9158.5
## - `49756d8e0f` 1 8.91 9030.3 -9154.5
## - `29bbd86997` 1 9.14 9030.5 -9154.1
## - `60ec1426ce` 1 14.32 9035.7 -9144.8
## - `016399044a` 1 18.64 9040.0 -9137.1
## - c0c3df65b1 1 19.84 9041.2 -9135.0
## - `1f3058af83` 1 20.79 9042.2 -9133.3
## - f0a0febd35 1 25.11 9046.5 -9125.6
## - `087235d61e` 1 25.50 9046.9 -9124.9
## - `7fe6cb4c98` 1 37.09 9058.5 -9104.4
## - `2bc6ab42f7` 1 41.06 9062.4 -9097.3
## - `87b982928b` 1 47.63 9069.0 -9085.7
## - a14fd026ce 1 49.53 9070.9 -9082.3
## - f013b60e50 1 53.89 9075.3 -9074.6
## - `5f360995ef` 1 54.66 9076.0 -9073.2
## - ea0f4a32e3 1 71.48 9092.9 -9043.4
## - `174825d438` 1 88.35 9109.7 -9013.6
## - `2d7fe4693a` 1 119.84 9141.2 -8958.1
## - `8f5f7c556a` 1 125.83 9147.2 -8947.6
## - `8c2e088a3d` 1 126.84 9148.2 -8945.9
## - e0a0772df0 1 174.34 9195.7 -8862.6
## - d2c775fa99 1 201.99 9223.4 -8814.3
## - beb6e17af1 1 285.86 9307.2 -8668.8
## - `5b862c0a8f` 1 299.98 9321.3 -8644.4
## - `9a575e82a4_1` 1 312.47 9333.8 -8622.8
## - `06888ceac9_1` 1 361.79 9383.2 -8538.1
## - `6db53d265a` 1 380.94 9402.3 -8505.3
## - e86a2190c1 1 390.26 9411.6 -8489.4
## - aee1e4fc85 1 448.39 9469.8 -8390.4
## - `253eb5ef11` 1 521.59 9543.0 -8266.6
##
## Call:
## lm(formula = target ~ `06888ceac9_1` + `384bec5dd1_1` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + e7ee22effb + `298ed82b22` +
## abca7a848f + `29bbd86997` + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `99d44111c9` + ba54a2a637 + `7925993f42`,
## data = data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1.6673 -0.5264 -0.1304 0.3749 2.7061
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 372.599983141798 24.008211196384 15.520 < 0.0000000000000002
## `06888ceac9_1` -0.442220871551 0.017448501177 -25.344 < 0.0000000000000002
## `384bec5dd1_1` -0.040544227529 0.018677942135 -2.171 0.029968
## `9a575e82a4_1` -0.746880615802 0.031709924898 -23.554 < 0.0000000000000002
## `2719b72c0d` -0.000319379748 0.000139847644 -2.284 0.022398
## f66b98dd69 33.746670534298 15.043474723392 2.243 0.024893
## aee1e4fc85 -0.473255651327 0.016773036376 -28.215 < 0.0000000000000002
## `96c30c7eef` -1.057459612537 0.462290831294 -2.287 0.022183
## e86a2190c1 0.000010942748 0.000000415715 26.323 < 0.0000000000000002
## ed7e658a27 0.000170523034 0.000063861315 2.670 0.007588
## `253eb5ef11` 0.587642866006 0.019310512133 30.431 < 0.0000000000000002
## `6db53d265a` -0.000010645798 0.000000409351 -26.007 < 0.0000000000000002
## `5b862c0a8f` 0.001928854832 0.000083579953 23.078 < 0.0000000000000002
## beb6e17af1 -0.000009270251 0.000000411493 -22.528 < 0.0000000000000002
## e0a0772df0 -0.330465394988 0.018783462672 -17.593 < 0.0000000000000002
## d2c775fa99 -0.002163038323 0.000114222103 -18.937 < 0.0000000000000002
## `8c2e088a3d` -0.007553308487 0.000503341497 -15.006 < 0.0000000000000002
## `2d7fe4693a` -0.033376401552 0.002288120383 -14.587 < 0.0000000000000002
## `174825d438` -0.000005151262 0.000000411291 -12.525 < 0.0000000000000002
## `8f5f7c556a` 0.002475721148 0.000165634098 14.947 < 0.0000000000000002
## ea0f4a32e3 -0.346297981059 0.030739522091 -11.266 < 0.0000000000000002
## `5f360995ef` 0.002541890809 0.000258018217 9.852 < 0.0000000000000002
## f013b60e50 0.385023618479 0.039363370224 9.781 < 0.0000000000000002
## `7fe6cb4c98` 0.005180309645 0.000638386518 8.115 0.000000000000000522
## `087235d61e` 0.001206566758 0.000179305718 6.729 0.000000000017649905
## `87b982928b` 0.166676485522 0.018124616102 9.196 < 0.0000000000000002
## a14fd026ce 0.001610840837 0.000171778778 9.377 < 0.0000000000000002
## `2bc6ab42f7` -0.000356149056 0.000041710562 -8.539 < 0.0000000000000002
## c0c3df65b1 0.000002457265 0.000000413985 5.936 0.000000002987508215
## `016399044a` -0.000422370869 0.000073411111 -5.754 0.000000008901075683
## `1f3058af83` -0.000191305064 0.000031488642 -6.075 0.000000001265026520
## `136c1727c3` 0.007333509919 0.002894878264 2.533 0.011310
## c1b8ce2354 -0.000084193685 0.000039973703 -2.106 0.035200
## `3eb53ae932` 2504.046560193164 1188.880484223193 2.106 0.035201
## `98475257f7` 0.005243552576 0.002372982395 2.210 0.027141
## `65aed7dc1f` 0.000514486847 0.000153779364 3.346 0.000823
## fe0318e273 -0.106726577427 0.036621176267 -2.914 0.003569
## `56371466d7` -0.000093354247 0.000050782936 -1.838 0.066037
## f0a0febd35 0.000618309453 0.000092597677 6.677 0.000000000025125710
## `60ec1426ce` 0.089568778801 0.017765031796 5.042 0.000000466064306852
## ae08d2297e -0.000001081261 0.000000409769 -2.639 0.008330
## bdf934caa7 0.003097833782 0.001468953181 2.109 0.034971
## ffd1cdcfc1 0.004922821969 0.003102423290 1.587 0.112585
## `49756d8e0f` 0.098540396161 0.024770935604 3.978 0.000069783995433019
## `63bcf89b1d` -0.002450886737 0.001394096125 -1.758 0.078759
## `1fa099bb01` 0.000420346031 0.000166417481 2.526 0.011551
## d4d6566f9c -0.000000017089 0.000000010354 -1.650 0.098873
## `04e7268385` -0.000056675841 0.000031361916 -1.807 0.070757
## e7ee22effb -0.000414865877 0.000220882238 -1.878 0.060369
## `298ed82b22` -0.061840983727 0.025790376411 -2.398 0.016504
## abca7a848f 0.000001135846 0.000000412046 2.757 0.005847
## `29bbd86997` 0.102364808843 0.025408222845 4.029 0.000056319558344853
## `55907cc1de` 0.001110359737 0.000591685924 1.877 0.060591
## `1f222e3669` 0.002110180792 0.000785783059 2.685 0.007251
## `789b5244a9` -1.329295566812 0.516242528385 -2.575 0.010035
## b4112a94a6 -22.177431058630 8.167208392863 -2.715 0.006626
## `8de0382f02` 0.000355909346 0.000131090475 2.715 0.006635
## `173b6590ae` -0.074102696685 0.038074103452 -1.946 0.051639
## `3e200bf766` -0.000057199556 0.000030156805 -1.897 0.057881
## `99d44111c9` -0.000000015211 0.000000004428 -3.435 0.000594
## ba54a2a637 0.000192296698 0.000126978079 1.514 0.129942
## `7925993f42` -0.001592364392 0.000854114082 -1.864 0.062291
##
## (Intercept) ***
## `06888ceac9_1` ***
## `384bec5dd1_1` *
## `9a575e82a4_1` ***
## `2719b72c0d` *
## f66b98dd69 *
## aee1e4fc85 ***
## `96c30c7eef` *
## e86a2190c1 ***
## ed7e658a27 **
## `253eb5ef11` ***
## `6db53d265a` ***
## `5b862c0a8f` ***
## beb6e17af1 ***
## e0a0772df0 ***
## d2c775fa99 ***
## `8c2e088a3d` ***
## `2d7fe4693a` ***
## `174825d438` ***
## `8f5f7c556a` ***
## ea0f4a32e3 ***
## `5f360995ef` ***
## f013b60e50 ***
## `7fe6cb4c98` ***
## `087235d61e` ***
## `87b982928b` ***
## a14fd026ce ***
## `2bc6ab42f7` ***
## c0c3df65b1 ***
## `016399044a` ***
## `1f3058af83` ***
## `136c1727c3` *
## c1b8ce2354 *
## `3eb53ae932` *
## `98475257f7` *
## `65aed7dc1f` ***
## fe0318e273 **
## `56371466d7` .
## f0a0febd35 ***
## `60ec1426ce` ***
## ae08d2297e **
## bdf934caa7 *
## ffd1cdcfc1
## `49756d8e0f` ***
## `63bcf89b1d` .
## `1fa099bb01` *
## d4d6566f9c .
## `04e7268385` .
## e7ee22effb .
## `298ed82b22` *
## abca7a848f **
## `29bbd86997` ***
## `55907cc1de` .
## `1f222e3669` **
## `789b5244a9` *
## b4112a94a6 **
## `8de0382f02` **
## `173b6590ae` .
## `3e200bf766` .
## `99d44111c9` ***
## ba54a2a637
## `7925993f42` .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.7505 on 16017 degrees of freedom
## Multiple R-squared: 0.3807, Adjusted R-squared: 0.3783
## F-statistic: 161.4 on 61 and 16017 DF, p-value: < 0.00000000000000022
## Start: AIC=-15372.67
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `435dec85e2` + d4d6566f9c +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + d035af6ffa + fbf66c8021 + `77b3b41efa` + fdf8628ca7 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `072b7e8f27` + a24802caa5 + `12eda2d982` + c58f611921 + `99d44111c9` +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + `779d13189e` +
## `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` +
## b709f75447 + `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff +
## `55cf3f7627` + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - d035af6ffa 1 0.003 5422.3 -15375
## - `7cb7913148_2` 1 0.008 5422.3 -15375
## - `072b7e8f27` 1 0.009 5422.3 -15375
## - `7cb7913148_4` 1 0.010 5422.3 -15375
## - `4468394575` 1 0.014 5422.3 -15375
## - `7cb7913148_1` 1 0.018 5422.3 -15375
## - b9a487ac3c 1 0.021 5422.3 -15375
## - ac826f0013 1 0.028 5422.3 -15375
## - c58f611921 1 0.028 5422.3 -15375
## - `99d44111c9` 1 0.028 5422.3 -15375
## - `779d13189e` 1 0.041 5422.3 -15375
## - fe8cdd80ba 1 0.046 5422.3 -15374
## - fdf8628ca7 1 0.047 5422.3 -15374
## - ee2ac696ff 1 0.054 5422.3 -15374
## - e0a0772df0 1 0.062 5422.3 -15374
## - `1f222e3669` 1 0.067 5422.3 -15374
## - `2e874bc151` 1 0.078 5422.3 -15374
## - e5efa4d39a 1 0.079 5422.3 -15374
## - b709f75447 1 0.084 5422.4 -15374
## - `7743f273c2` 1 0.089 5422.4 -15374
## - `29bbd86997` 1 0.100 5422.4 -15374
## - d4d6566f9c 1 0.120 5422.4 -15374
## - `435dec85e2` 1 0.120 5422.4 -15374
## - `7841b6a5b1` 1 0.120 5422.4 -15374
## - e7ee22effb 1 0.159 5422.4 -15374
## - `7734c0c22f` 1 0.161 5422.4 -15374
## - `0342faceb5` 1 0.184 5422.5 -15374
## - a24802caa5 1 0.193 5422.5 -15374
## - `3df2300fa2` 1 0.196 5422.5 -15374
## - dcfcbc2ea1 1 0.204 5422.5 -15374
## - `4fc17427c8` 1 0.229 5422.5 -15374
## - `55cf3f7627` 1 0.251 5422.5 -15374
## - `7cb7913148_6` 1 0.268 5422.5 -15374
## - `7cb7913148_7` 1 0.291 5422.6 -15374
## - `7cb7913148_5` 1 0.337 5422.6 -15374
## - `3eb53ae932` 1 0.343 5422.6 -15374
## - c1b8ce2354 1 0.343 5422.6 -15374
## - `8311343404` 1 0.376 5422.6 -15374
## - `9b6e0b36c2` 1 0.385 5422.7 -15374
## - `7925993f42` 1 0.415 5422.7 -15374
## - `6516422788` 1 0.439 5422.7 -15373
## - `173b6590ae` 1 0.451 5422.7 -15373
## - `77b3b41efa` 1 0.482 5422.8 -15373
## - `96e6f0be58` 1 0.495 5422.8 -15373
## - fbf66c8021 1 0.511 5422.8 -15373
## - `55907cc1de` 1 0.530 5422.8 -15373
## - aa69c802b6 1 0.601 5422.9 -15373
## - `20f1afc5c7` 1 0.637 5422.9 -15373
## - `2a457d15d9` 1 0.637 5422.9 -15373
## - `8a21502326` 1 0.644 5422.9 -15373
## - `04e7268385` 1 0.690 5423.0 -15373
## <none> 5422.3 -15373
## - `96c30c7eef` 1 0.728 5423.0 -15373
## - `0e2ab0831c` 1 0.775 5423.0 -15372
## - `0b846350ef` 1 0.783 5423.1 -15372
## - `56371466d7` 1 0.898 5423.2 -15372
## - `12eda2d982` 1 0.997 5423.3 -15372
## - ffd1cdcfc1 1 1.011 5423.3 -15372
## - `25bbf0e7e7` 1 1.078 5423.3 -15372
## - `789b5244a9` 1 1.113 5423.4 -15372
## - ed7e658a27 1 1.125 5423.4 -15372
## - f66b98dd69 1 1.135 5423.4 -15372
## - `65aed7dc1f` 1 1.182 5423.5 -15371
## - `2719b72c0d` 1 1.188 5423.5 -15371
## - `7cb7913148_3` 1 1.417 5423.7 -15371
## - `136c1727c3` 1 1.520 5423.8 -15370
## - `98475257f7` 1 1.532 5423.8 -15370
## - `1fa099bb01` 1 1.681 5423.9 -15370
## - bdf934caa7 1 2.079 5424.3 -15369
## - ba54a2a637 1 2.079 5424.3 -15369
## - `63bcf89b1d` 1 2.204 5424.5 -15368
## - `2bc6ab42f7` 1 2.408 5424.7 -15368
## - fe0318e273 1 2.737 5425.0 -15367
## - `8de0382f02` 1 2.754 5425.0 -15367
## - b4112a94a6 1 2.755 5425.0 -15367
## - `3e200bf766` 1 3.421 5425.7 -15365
## - `384bec5dd1_1` 1 3.766 5426.0 -15364
## - ae08d2297e 1 4.016 5426.3 -15363
## - `298ed82b22` 1 4.047 5426.3 -15363
## - abca7a848f 1 5.380 5427.6 -15360
## - `49756d8e0f` 1 6.504 5428.8 -15356
## - `60ec1426ce` 1 6.970 5429.2 -15355
## - `016399044a` 1 12.060 5434.3 -15341
## - `1f3058af83` 1 12.452 5434.7 -15340
## - `253eb5ef11` 1 12.688 5435.0 -15339
## - c0c3df65b1 1 15.140 5437.4 -15332
## - `087235d61e` 1 17.547 5439.8 -15326
## - f0a0febd35 1 18.059 5440.3 -15324
## - `7fe6cb4c98` 1 21.545 5443.8 -15315
## - f013b60e50 1 29.953 5452.2 -15291
## - a14fd026ce 1 33.657 5455.9 -15281
## - `5f360995ef` 1 36.068 5458.3 -15274
## - `87b982928b` 1 36.391 5458.7 -15273
## - ea0f4a32e3 1 48.287 5470.6 -15240
## - `174825d438` 1 65.435 5487.7 -15193
## - `8c2e088a3d` 1 74.115 5496.4 -15169
## - `8f5f7c556a` 1 81.981 5504.2 -15147
## - `2d7fe4693a` 1 88.930 5511.2 -15128
## - d2c775fa99 1 132.809 5555.1 -15008
## - beb6e17af1 1 174.321 5596.6 -14895
## - `5b862c0a8f` 1 199.441 5621.7 -14827
## - `9a575e82a4_1` 1 223.665 5645.9 -14762
## - e86a2190c1 1 224.423 5646.7 -14760
## - `6db53d265a` 1 243.815 5666.1 -14708
## - `06888ceac9_1` 1 244.784 5667.1 -14705
## - aee1e4fc85 1 290.759 5713.0 -14583
##
## Step: AIC=-15374.66
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `435dec85e2` + d4d6566f9c +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + `072b7e8f27` +
## a24802caa5 + `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 +
## `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff + `55cf3f7627` +
## `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_2` 1 0.008 5422.3 -15377
## - `072b7e8f27` 1 0.009 5422.3 -15377
## - `7cb7913148_4` 1 0.010 5422.3 -15377
## - `4468394575` 1 0.014 5422.3 -15377
## - `7cb7913148_1` 1 0.018 5422.3 -15377
## - b9a487ac3c 1 0.021 5422.3 -15377
## - ac826f0013 1 0.028 5422.3 -15377
## - c58f611921 1 0.028 5422.3 -15377
## - `99d44111c9` 1 0.028 5422.3 -15377
## - `779d13189e` 1 0.041 5422.3 -15376
## - fe8cdd80ba 1 0.046 5422.3 -15376
## - fdf8628ca7 1 0.047 5422.3 -15376
## - ee2ac696ff 1 0.054 5422.3 -15376
## - e0a0772df0 1 0.062 5422.3 -15376
## - `2e874bc151` 1 0.078 5422.4 -15376
## - e5efa4d39a 1 0.079 5422.4 -15376
## - b709f75447 1 0.084 5422.4 -15376
## - `7743f273c2` 1 0.089 5422.4 -15376
## - `29bbd86997` 1 0.100 5422.4 -15376
## - d4d6566f9c 1 0.120 5422.4 -15376
## - `435dec85e2` 1 0.120 5422.4 -15376
## - `7841b6a5b1` 1 0.120 5422.4 -15376
## - e7ee22effb 1 0.158 5422.4 -15376
## - `7734c0c22f` 1 0.161 5422.4 -15376
## - `0342faceb5` 1 0.184 5422.5 -15376
## - a24802caa5 1 0.193 5422.5 -15376
## - `3df2300fa2` 1 0.196 5422.5 -15376
## - dcfcbc2ea1 1 0.204 5422.5 -15376
## - `4fc17427c8` 1 0.229 5422.5 -15376
## - `55cf3f7627` 1 0.251 5422.5 -15376
## - `7cb7913148_6` 1 0.268 5422.5 -15376
## - `7cb7913148_7` 1 0.291 5422.6 -15376
## - `7cb7913148_5` 1 0.337 5422.6 -15376
## - `3eb53ae932` 1 0.343 5422.6 -15376
## - c1b8ce2354 1 0.343 5422.6 -15376
## - `8311343404` 1 0.376 5422.6 -15376
## - `9b6e0b36c2` 1 0.385 5422.7 -15376
## - `7925993f42` 1 0.415 5422.7 -15376
## - `6516422788` 1 0.440 5422.7 -15375
## - `173b6590ae` 1 0.451 5422.7 -15375
## - `77b3b41efa` 1 0.481 5422.8 -15375
## - `96e6f0be58` 1 0.495 5422.8 -15375
## - fbf66c8021 1 0.511 5422.8 -15375
## - `55907cc1de` 1 0.530 5422.8 -15375
## - aa69c802b6 1 0.600 5422.9 -15375
## - `20f1afc5c7` 1 0.637 5422.9 -15375
## - `2a457d15d9` 1 0.637 5422.9 -15375
## - `8a21502326` 1 0.643 5422.9 -15375
## - `04e7268385` 1 0.691 5423.0 -15375
## <none> 5422.3 -15375
## - `96c30c7eef` 1 0.728 5423.0 -15375
## - `0e2ab0831c` 1 0.775 5423.0 -15374
## - `0b846350ef` 1 0.783 5423.1 -15374
## - `56371466d7` 1 0.898 5423.2 -15374
## - `12eda2d982` 1 0.997 5423.3 -15374
## - ffd1cdcfc1 1 1.012 5423.3 -15374
## - `25bbf0e7e7` 1 1.078 5423.4 -15374
## - `789b5244a9` 1 1.112 5423.4 -15374
## - ed7e658a27 1 1.125 5423.4 -15374
## - f66b98dd69 1 1.136 5423.4 -15374
## - `65aed7dc1f` 1 1.181 5423.5 -15373
## - `2719b72c0d` 1 1.189 5423.5 -15373
## - `7cb7913148_3` 1 1.416 5423.7 -15373
## + d035af6ffa 1 0.003 5422.3 -15373
## - `136c1727c3` 1 1.521 5423.8 -15372
## - `98475257f7` 1 1.533 5423.8 -15372
## - `1fa099bb01` 1 1.682 5424.0 -15372
## - ba54a2a637 1 2.079 5424.4 -15371
## - bdf934caa7 1 2.080 5424.4 -15371
## - `63bcf89b1d` 1 2.203 5424.5 -15370
## - `2bc6ab42f7` 1 2.408 5424.7 -15370
## - `1f222e3669` 1 2.584 5424.9 -15369
## - fe0318e273 1 2.735 5425.0 -15369
## - `8de0382f02` 1 2.752 5425.0 -15369
## - b4112a94a6 1 2.752 5425.0 -15369
## - `3e200bf766` 1 3.419 5425.7 -15367
## - `384bec5dd1_1` 1 3.765 5426.0 -15366
## - ae08d2297e 1 4.014 5426.3 -15365
## - `298ed82b22` 1 4.049 5426.3 -15365
## - abca7a848f 1 5.377 5427.6 -15362
## - `49756d8e0f` 1 6.507 5428.8 -15358
## - `60ec1426ce` 1 6.972 5429.2 -15357
## - `016399044a` 1 12.060 5434.3 -15343
## - `1f3058af83` 1 12.456 5434.7 -15342
## - `253eb5ef11` 1 12.688 5435.0 -15341
## - c0c3df65b1 1 15.141 5437.4 -15334
## - `087235d61e` 1 17.544 5439.8 -15328
## - f0a0febd35 1 18.059 5440.3 -15326
## - `7fe6cb4c98` 1 21.558 5443.8 -15316
## - f013b60e50 1 29.949 5452.2 -15293
## - a14fd026ce 1 33.666 5455.9 -15283
## - `5f360995ef` 1 36.067 5458.3 -15276
## - `87b982928b` 1 36.396 5458.7 -15275
## - ea0f4a32e3 1 48.290 5470.6 -15242
## - `174825d438` 1 65.437 5487.7 -15195
## - `8c2e088a3d` 1 74.115 5496.4 -15171
## - `8f5f7c556a` 1 81.981 5504.3 -15149
## - `2d7fe4693a` 1 88.940 5511.2 -15130
## - d2c775fa99 1 132.820 5555.1 -15010
## - beb6e17af1 1 174.323 5596.6 -14897
## - `5b862c0a8f` 1 199.442 5621.7 -14829
## - `9a575e82a4_1` 1 223.664 5645.9 -14764
## - e86a2190c1 1 224.455 5646.7 -14762
## - `6db53d265a` 1 243.844 5666.1 -14710
## - `06888ceac9_1` 1 244.841 5667.1 -14707
## - aee1e4fc85 1 290.812 5713.1 -14585
##
## Step: AIC=-15376.63
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_3` +
## `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + `072b7e8f27` + a24802caa5 +
## `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 +
## `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff + `55cf3f7627` +
## `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `072b7e8f27` 1 0.009 5422.3 -15379
## - `7cb7913148_1` 1 0.011 5422.3 -15379
## - `7cb7913148_4` 1 0.013 5422.3 -15379
## - `4468394575` 1 0.014 5422.3 -15379
## - b9a487ac3c 1 0.021 5422.3 -15379
## - ac826f0013 1 0.027 5422.3 -15379
## - c58f611921 1 0.028 5422.3 -15379
## - `99d44111c9` 1 0.028 5422.3 -15379
## - `779d13189e` 1 0.040 5422.3 -15378
## - fe8cdd80ba 1 0.046 5422.3 -15378
## - fdf8628ca7 1 0.047 5422.3 -15378
## - ee2ac696ff 1 0.055 5422.3 -15378
## - e0a0772df0 1 0.063 5422.3 -15378
## - `2e874bc151` 1 0.079 5422.4 -15378
## - e5efa4d39a 1 0.079 5422.4 -15378
## - b709f75447 1 0.084 5422.4 -15378
## - `7743f273c2` 1 0.089 5422.4 -15378
## - `29bbd86997` 1 0.100 5422.4 -15378
## - `7841b6a5b1` 1 0.120 5422.4 -15378
## - d4d6566f9c 1 0.120 5422.4 -15378
## - `435dec85e2` 1 0.120 5422.4 -15378
## - e7ee22effb 1 0.157 5422.4 -15378
## - `7734c0c22f` 1 0.161 5422.4 -15378
## - `0342faceb5` 1 0.184 5422.5 -15378
## - a24802caa5 1 0.194 5422.5 -15378
## - `3df2300fa2` 1 0.196 5422.5 -15378
## - dcfcbc2ea1 1 0.204 5422.5 -15378
## - `4fc17427c8` 1 0.229 5422.5 -15378
## - `55cf3f7627` 1 0.252 5422.5 -15378
## - `7cb7913148_6` 1 0.271 5422.6 -15378
## - `7cb7913148_7` 1 0.290 5422.6 -15378
## - `7cb7913148_5` 1 0.332 5422.6 -15378
## - `3eb53ae932` 1 0.344 5422.6 -15378
## - c1b8ce2354 1 0.344 5422.6 -15378
## - `8311343404` 1 0.377 5422.7 -15378
## - `9b6e0b36c2` 1 0.384 5422.7 -15378
## - `7925993f42` 1 0.414 5422.7 -15378
## - `6516422788` 1 0.439 5422.7 -15377
## - `173b6590ae` 1 0.455 5422.7 -15377
## - `77b3b41efa` 1 0.482 5422.8 -15377
## - `96e6f0be58` 1 0.496 5422.8 -15377
## - fbf66c8021 1 0.511 5422.8 -15377
## - `55907cc1de` 1 0.530 5422.8 -15377
## - aa69c802b6 1 0.600 5422.9 -15377
## - `20f1afc5c7` 1 0.635 5422.9 -15377
## - `2a457d15d9` 1 0.638 5422.9 -15377
## - `8a21502326` 1 0.642 5422.9 -15377
## - `04e7268385` 1 0.691 5423.0 -15377
## <none> 5422.3 -15377
## - `96c30c7eef` 1 0.729 5423.0 -15377
## - `0e2ab0831c` 1 0.776 5423.1 -15376
## - `0b846350ef` 1 0.786 5423.1 -15376
## - `56371466d7` 1 0.896 5423.2 -15376
## - `12eda2d982` 1 0.995 5423.3 -15376
## - ffd1cdcfc1 1 1.012 5423.3 -15376
## - `25bbf0e7e7` 1 1.078 5423.4 -15376
## - `789b5244a9` 1 1.111 5423.4 -15376
## - ed7e658a27 1 1.124 5423.4 -15376
## - f66b98dd69 1 1.134 5423.4 -15376
## - `65aed7dc1f` 1 1.181 5423.5 -15375
## - `2719b72c0d` 1 1.187 5423.5 -15375
## + `7cb7913148_2` 1 0.008 5422.3 -15375
## + d035af6ffa 1 0.003 5422.3 -15375
## - `7cb7913148_3` 1 1.456 5423.7 -15375
## - `136c1727c3` 1 1.521 5423.8 -15374
## - `98475257f7` 1 1.535 5423.8 -15374
## - `1fa099bb01` 1 1.682 5424.0 -15374
## - ba54a2a637 1 2.079 5424.4 -15373
## - bdf934caa7 1 2.081 5424.4 -15373
## - `63bcf89b1d` 1 2.202 5424.5 -15372
## - `2bc6ab42f7` 1 2.408 5424.7 -15372
## - `1f222e3669` 1 2.590 5424.9 -15371
## - fe0318e273 1 2.735 5425.0 -15371
## - `8de0382f02` 1 2.748 5425.0 -15371
## - b4112a94a6 1 2.749 5425.0 -15371
## - `3e200bf766` 1 3.422 5425.7 -15369
## - `384bec5dd1_1` 1 3.760 5426.0 -15368
## - ae08d2297e 1 4.014 5426.3 -15367
## - `298ed82b22` 1 4.049 5426.3 -15367
## - abca7a848f 1 5.376 5427.7 -15364
## - `49756d8e0f` 1 6.510 5428.8 -15360
## - `60ec1426ce` 1 6.970 5429.3 -15359
## - `016399044a` 1 12.069 5434.3 -15345
## - `1f3058af83` 1 12.456 5434.7 -15344
## - `253eb5ef11` 1 12.695 5435.0 -15343
## - c0c3df65b1 1 15.134 5437.4 -15336
## - `087235d61e` 1 17.539 5439.8 -15330
## - f0a0febd35 1 18.063 5440.3 -15328
## - `7fe6cb4c98` 1 21.572 5443.9 -15318
## - f013b60e50 1 29.958 5452.2 -15295
## - a14fd026ce 1 33.657 5455.9 -15285
## - `5f360995ef` 1 36.059 5458.3 -15278
## - `87b982928b` 1 36.401 5458.7 -15277
## - ea0f4a32e3 1 48.284 5470.6 -15244
## - `174825d438` 1 65.435 5487.7 -15197
## - `8c2e088a3d` 1 74.111 5496.4 -15173
## - `8f5f7c556a` 1 81.974 5504.3 -15151
## - `2d7fe4693a` 1 88.948 5511.2 -15132
## - d2c775fa99 1 132.834 5555.1 -15012
## - beb6e17af1 1 174.351 5596.6 -14899
## - `5b862c0a8f` 1 199.434 5621.7 -14831
## - `9a575e82a4_1` 1 223.660 5645.9 -14766
## - e86a2190c1 1 224.470 5646.8 -14764
## - `6db53d265a` 1 243.891 5666.2 -14712
## - `06888ceac9_1` 1 244.845 5667.1 -14709
## - aee1e4fc85 1 290.803 5713.1 -14587
##
## Step: AIC=-15378.61
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_3` +
## `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + a24802caa5 + `12eda2d982` +
## c58f611921 + `99d44111c9` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + `779d13189e` + `0342faceb5` + ac826f0013 +
## ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 + `4468394575` +
## `4fc17427c8` + b9a487ac3c + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_1` 1 0.011 5422.3 -15381
## - `7cb7913148_4` 1 0.013 5422.3 -15381
## - `4468394575` 1 0.014 5422.3 -15381
## - b9a487ac3c 1 0.021 5422.3 -15381
## - ac826f0013 1 0.027 5422.3 -15380
## - c58f611921 1 0.028 5422.3 -15380
## - `99d44111c9` 1 0.028 5422.3 -15380
## - `779d13189e` 1 0.040 5422.3 -15380
## - fe8cdd80ba 1 0.046 5422.3 -15380
## - fdf8628ca7 1 0.047 5422.3 -15380
## - ee2ac696ff 1 0.054 5422.3 -15380
## - e0a0772df0 1 0.063 5422.4 -15380
## - e5efa4d39a 1 0.079 5422.4 -15380
## - `2e874bc151` 1 0.079 5422.4 -15380
## - b709f75447 1 0.085 5422.4 -15380
## - `7743f273c2` 1 0.089 5422.4 -15380
## - `29bbd86997` 1 0.100 5422.4 -15380
## - `7841b6a5b1` 1 0.119 5422.4 -15380
## - d4d6566f9c 1 0.120 5422.4 -15380
## - `435dec85e2` 1 0.120 5422.4 -15380
## - e7ee22effb 1 0.157 5422.4 -15380
## - `7734c0c22f` 1 0.162 5422.5 -15380
## - `0342faceb5` 1 0.185 5422.5 -15380
## - a24802caa5 1 0.194 5422.5 -15380
## - `3df2300fa2` 1 0.196 5422.5 -15380
## - dcfcbc2ea1 1 0.203 5422.5 -15380
## - `4fc17427c8` 1 0.230 5422.5 -15380
## - `55cf3f7627` 1 0.251 5422.5 -15380
## - `7cb7913148_6` 1 0.271 5422.6 -15380
## - `7cb7913148_7` 1 0.291 5422.6 -15380
## - `7cb7913148_5` 1 0.333 5422.6 -15380
## - `3eb53ae932` 1 0.343 5422.6 -15380
## - c1b8ce2354 1 0.343 5422.6 -15380
## - `8311343404` 1 0.377 5422.7 -15380
## - `9b6e0b36c2` 1 0.385 5422.7 -15380
## - `7925993f42` 1 0.413 5422.7 -15380
## - `6516422788` 1 0.441 5422.7 -15379
## - `173b6590ae` 1 0.455 5422.7 -15379
## - `77b3b41efa` 1 0.481 5422.8 -15379
## - `96e6f0be58` 1 0.496 5422.8 -15379
## - fbf66c8021 1 0.510 5422.8 -15379
## - `55907cc1de` 1 0.531 5422.8 -15379
## - aa69c802b6 1 0.602 5422.9 -15379
## - `20f1afc5c7` 1 0.635 5422.9 -15379
## - `2a457d15d9` 1 0.637 5422.9 -15379
## - `8a21502326` 1 0.645 5422.9 -15379
## - `04e7268385` 1 0.690 5423.0 -15379
## <none> 5422.3 -15379
## - `96c30c7eef` 1 0.730 5423.0 -15379
## - `0e2ab0831c` 1 0.775 5423.1 -15378
## - `0b846350ef` 1 0.786 5423.1 -15378
## - `56371466d7` 1 0.898 5423.2 -15378
## - `12eda2d982` 1 0.999 5423.3 -15378
## - ffd1cdcfc1 1 1.010 5423.3 -15378
## - `25bbf0e7e7` 1 1.080 5423.4 -15378
## - `789b5244a9` 1 1.114 5423.4 -15378
## - ed7e658a27 1 1.127 5423.4 -15378
## - f66b98dd69 1 1.135 5423.4 -15377
## - `65aed7dc1f` 1 1.182 5423.5 -15377
## - `2719b72c0d` 1 1.187 5423.5 -15377
## + `072b7e8f27` 1 0.009 5422.3 -15377
## + `7cb7913148_2` 1 0.008 5422.3 -15377
## + d035af6ffa 1 0.003 5422.3 -15377
## - `7cb7913148_3` 1 1.461 5423.8 -15376
## - `136c1727c3` 1 1.524 5423.8 -15376
## - `98475257f7` 1 1.535 5423.8 -15376
## - `1fa099bb01` 1 1.682 5424.0 -15376
## - bdf934caa7 1 2.080 5424.4 -15375
## - ba54a2a637 1 2.082 5424.4 -15375
## - `63bcf89b1d` 1 2.208 5424.5 -15374
## - `2bc6ab42f7` 1 2.409 5424.7 -15374
## - `1f222e3669` 1 2.593 5424.9 -15373
## - fe0318e273 1 2.737 5425.0 -15373
## - `8de0382f02` 1 2.745 5425.0 -15373
## - b4112a94a6 1 2.746 5425.0 -15373
## - `3e200bf766` 1 3.422 5425.7 -15371
## - `384bec5dd1_1` 1 3.756 5426.0 -15370
## - ae08d2297e 1 4.014 5426.3 -15369
## - `298ed82b22` 1 4.046 5426.3 -15369
## - abca7a848f 1 5.384 5427.7 -15366
## - `49756d8e0f` 1 6.505 5428.8 -15362
## - `60ec1426ce` 1 6.968 5429.3 -15361
## - `016399044a` 1 12.065 5434.4 -15347
## - `1f3058af83` 1 12.450 5434.7 -15346
## - `253eb5ef11` 1 12.695 5435.0 -15345
## - c0c3df65b1 1 15.135 5437.4 -15338
## - `087235d61e` 1 17.543 5439.8 -15332
## - f0a0febd35 1 18.058 5440.3 -15330
## - `7fe6cb4c98` 1 21.570 5443.9 -15320
## - f013b60e50 1 29.960 5452.2 -15297
## - a14fd026ce 1 33.666 5456.0 -15287
## - `5f360995ef` 1 36.050 5458.3 -15280
## - `87b982928b` 1 36.405 5458.7 -15279
## - ea0f4a32e3 1 48.276 5470.6 -15246
## - `174825d438` 1 65.438 5487.7 -15199
## - `8c2e088a3d` 1 74.105 5496.4 -15175
## - `8f5f7c556a` 1 81.965 5504.3 -15153
## - `2d7fe4693a` 1 88.955 5511.2 -15134
## - d2c775fa99 1 132.945 5555.2 -15013
## - beb6e17af1 1 174.343 5596.6 -14901
## - `5b862c0a8f` 1 199.435 5621.7 -14833
## - `9a575e82a4_1` 1 223.660 5645.9 -14768
## - e86a2190c1 1 224.462 5646.8 -14766
## - `6db53d265a` 1 243.959 5666.2 -14714
## - `06888ceac9_1` 1 244.852 5667.1 -14711
## - aee1e4fc85 1 290.858 5713.1 -14588
##
## Step: AIC=-15380.58
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_4` +
## `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 +
## `8c2e088a3d` + `2d7fe4693a` + `174825d438` + `8f5f7c556a` +
## ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `435dec85e2` + d4d6566f9c +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + a24802caa5 +
## `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 +
## `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff + `55cf3f7627` +
## `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `4468394575` 1 0.014 5422.3 -15382
## - `7cb7913148_4` 1 0.016 5422.3 -15382
## - b9a487ac3c 1 0.021 5422.3 -15382
## - ac826f0013 1 0.027 5422.3 -15382
## - c58f611921 1 0.028 5422.3 -15382
## - `99d44111c9` 1 0.028 5422.3 -15382
## - `779d13189e` 1 0.040 5422.3 -15382
## - fe8cdd80ba 1 0.046 5422.3 -15382
## - fdf8628ca7 1 0.047 5422.3 -15382
## - ee2ac696ff 1 0.055 5422.4 -15382
## - e0a0772df0 1 0.063 5422.4 -15382
## - `2e874bc151` 1 0.079 5422.4 -15382
## - e5efa4d39a 1 0.080 5422.4 -15382
## - b709f75447 1 0.085 5422.4 -15382
## - `7743f273c2` 1 0.089 5422.4 -15382
## - `29bbd86997` 1 0.101 5422.4 -15382
## - `7841b6a5b1` 1 0.119 5422.4 -15382
## - d4d6566f9c 1 0.120 5422.4 -15382
## - `435dec85e2` 1 0.120 5422.4 -15382
## - e7ee22effb 1 0.156 5422.5 -15382
## - `7734c0c22f` 1 0.161 5422.5 -15382
## - `0342faceb5` 1 0.184 5422.5 -15382
## - a24802caa5 1 0.193 5422.5 -15382
## - `3df2300fa2` 1 0.198 5422.5 -15382
## - dcfcbc2ea1 1 0.202 5422.5 -15382
## - `4fc17427c8` 1 0.230 5422.5 -15382
## - `55cf3f7627` 1 0.252 5422.6 -15382
## - `7cb7913148_6` 1 0.274 5422.6 -15382
## - `7cb7913148_7` 1 0.290 5422.6 -15382
## - `7cb7913148_5` 1 0.327 5422.6 -15382
## - `3eb53ae932` 1 0.344 5422.6 -15382
## - c1b8ce2354 1 0.344 5422.6 -15382
## - `8311343404` 1 0.375 5422.7 -15382
## - `9b6e0b36c2` 1 0.384 5422.7 -15382
## - `7925993f42` 1 0.414 5422.7 -15381
## - `6516422788` 1 0.441 5422.7 -15381
## - `173b6590ae` 1 0.455 5422.8 -15381
## - `77b3b41efa` 1 0.482 5422.8 -15381
## - `96e6f0be58` 1 0.498 5422.8 -15381
## - fbf66c8021 1 0.510 5422.8 -15381
## - `55907cc1de` 1 0.532 5422.8 -15381
## - aa69c802b6 1 0.602 5422.9 -15381
## - `20f1afc5c7` 1 0.633 5422.9 -15381
## - `2a457d15d9` 1 0.638 5422.9 -15381
## - `8a21502326` 1 0.644 5422.9 -15381
## - `04e7268385` 1 0.691 5423.0 -15381
## <none> 5422.3 -15381
## - `96c30c7eef` 1 0.728 5423.0 -15380
## - `0e2ab0831c` 1 0.775 5423.1 -15380
## - `0b846350ef` 1 0.784 5423.1 -15380
## - `56371466d7` 1 0.897 5423.2 -15380
## - `12eda2d982` 1 1.001 5423.3 -15380
## - ffd1cdcfc1 1 1.010 5423.3 -15380
## - `25bbf0e7e7` 1 1.080 5423.4 -15380
## - `789b5244a9` 1 1.113 5423.4 -15380
## - ed7e658a27 1 1.125 5423.4 -15379
## - f66b98dd69 1 1.134 5423.4 -15379
## - `65aed7dc1f` 1 1.182 5423.5 -15379
## - `2719b72c0d` 1 1.186 5423.5 -15379
## + `7cb7913148_1` 1 0.011 5422.3 -15379
## + `072b7e8f27` 1 0.009 5422.3 -15379
## + d035af6ffa 1 0.003 5422.3 -15379
## + `7cb7913148_2` 1 0.001 5422.3 -15379
## - `7cb7913148_3` 1 1.478 5423.8 -15378
## - `136c1727c3` 1 1.524 5423.8 -15378
## - `98475257f7` 1 1.536 5423.8 -15378
## - `1fa099bb01` 1 1.678 5424.0 -15378
## - bdf934caa7 1 2.081 5424.4 -15377
## - ba54a2a637 1 2.085 5424.4 -15377
## - `63bcf89b1d` 1 2.204 5424.5 -15376
## - `2bc6ab42f7` 1 2.406 5424.7 -15376
## - `1f222e3669` 1 2.587 5424.9 -15375
## - fe0318e273 1 2.740 5425.0 -15375
## - `8de0382f02` 1 2.745 5425.0 -15375
## - b4112a94a6 1 2.746 5425.0 -15375
## - `3e200bf766` 1 3.427 5425.7 -15373
## - `384bec5dd1_1` 1 3.758 5426.1 -15372
## - ae08d2297e 1 4.014 5426.3 -15371
## - `298ed82b22` 1 4.042 5426.3 -15371
## - abca7a848f 1 5.385 5427.7 -15368
## - `49756d8e0f` 1 6.510 5428.8 -15364
## - `60ec1426ce` 1 6.967 5429.3 -15363
## - `016399044a` 1 12.071 5434.4 -15349
## - `1f3058af83` 1 12.453 5434.8 -15348
## - `253eb5ef11` 1 12.695 5435.0 -15347
## - c0c3df65b1 1 15.130 5437.4 -15340
## - `087235d61e` 1 17.539 5439.8 -15334
## - f0a0febd35 1 18.057 5440.4 -15332
## - `7fe6cb4c98` 1 21.584 5443.9 -15322
## - f013b60e50 1 29.959 5452.3 -15299
## - a14fd026ce 1 33.656 5456.0 -15289
## - `5f360995ef` 1 36.042 5458.3 -15282
## - `87b982928b` 1 36.397 5458.7 -15281
## - ea0f4a32e3 1 48.270 5470.6 -15248
## - `174825d438` 1 65.438 5487.7 -15201
## - `8c2e088a3d` 1 74.104 5496.4 -15177
## - `8f5f7c556a` 1 81.957 5504.3 -15155
## - `2d7fe4693a` 1 88.945 5511.2 -15136
## - d2c775fa99 1 132.935 5555.2 -15015
## - beb6e17af1 1 174.332 5596.6 -14903
## - `5b862c0a8f` 1 199.429 5621.7 -14835
## - `9a575e82a4_1` 1 223.711 5646.0 -14770
## - e86a2190c1 1 224.451 5646.8 -14768
## - `6db53d265a` 1 243.978 5666.3 -14715
## - `06888ceac9_1` 1 244.845 5667.1 -14713
## - aee1e4fc85 1 290.848 5713.1 -14590
##
## Step: AIC=-15382.54
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_4` +
## `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 +
## `8c2e088a3d` + `2d7fe4693a` + `174825d438` + `8f5f7c556a` +
## ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `435dec85e2` + d4d6566f9c +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + a24802caa5 +
## `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 +
## `4fc17427c8` + b9a487ac3c + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_4` 1 0.016 5422.3 -15384
## - b9a487ac3c 1 0.021 5422.3 -15384
## - c58f611921 1 0.028 5422.3 -15384
## - `99d44111c9` 1 0.028 5422.3 -15384
## - ac826f0013 1 0.028 5422.3 -15384
## - `779d13189e` 1 0.041 5422.4 -15384
## - fe8cdd80ba 1 0.046 5422.4 -15384
## - fdf8628ca7 1 0.047 5422.4 -15384
## - ee2ac696ff 1 0.054 5422.4 -15384
## - e0a0772df0 1 0.063 5422.4 -15384
## - `2e874bc151` 1 0.078 5422.4 -15384
## - e5efa4d39a 1 0.080 5422.4 -15384
## - b709f75447 1 0.085 5422.4 -15384
## - `7743f273c2` 1 0.088 5422.4 -15384
## - `29bbd86997` 1 0.101 5422.4 -15384
## - `7841b6a5b1` 1 0.119 5422.4 -15384
## - d4d6566f9c 1 0.119 5422.4 -15384
## - `435dec85e2` 1 0.120 5422.4 -15384
## - e7ee22effb 1 0.158 5422.5 -15384
## - `7734c0c22f` 1 0.160 5422.5 -15384
## - `0342faceb5` 1 0.185 5422.5 -15384
## - a24802caa5 1 0.193 5422.5 -15384
## - `3df2300fa2` 1 0.198 5422.5 -15384
## - dcfcbc2ea1 1 0.203 5422.5 -15384
## - `4fc17427c8` 1 0.230 5422.5 -15384
## - `55cf3f7627` 1 0.253 5422.6 -15384
## - `7cb7913148_6` 1 0.272 5422.6 -15384
## - `7cb7913148_7` 1 0.287 5422.6 -15384
## - `7cb7913148_5` 1 0.328 5422.6 -15384
## - `3eb53ae932` 1 0.342 5422.7 -15384
## - c1b8ce2354 1 0.342 5422.7 -15384
## - `8311343404` 1 0.375 5422.7 -15384
## - `9b6e0b36c2` 1 0.385 5422.7 -15384
## - `7925993f42` 1 0.416 5422.7 -15383
## - `6516422788` 1 0.441 5422.8 -15383
## - `173b6590ae` 1 0.456 5422.8 -15383
## - `77b3b41efa` 1 0.485 5422.8 -15383
## - `96e6f0be58` 1 0.498 5422.8 -15383
## - fbf66c8021 1 0.512 5422.8 -15383
## - `55907cc1de` 1 0.532 5422.8 -15383
## - aa69c802b6 1 0.601 5422.9 -15383
## - `20f1afc5c7` 1 0.629 5422.9 -15383
## - `2a457d15d9` 1 0.639 5423.0 -15383
## - `8a21502326` 1 0.642 5423.0 -15383
## - `04e7268385` 1 0.692 5423.0 -15383
## <none> 5422.3 -15382
## - `96c30c7eef` 1 0.728 5423.0 -15382
## - `0e2ab0831c` 1 0.776 5423.1 -15382
## - `0b846350ef` 1 0.789 5423.1 -15382
## - `56371466d7` 1 0.898 5423.2 -15382
## - `12eda2d982` 1 1.001 5423.3 -15382
## - ffd1cdcfc1 1 1.012 5423.3 -15382
## - `25bbf0e7e7` 1 1.078 5423.4 -15382
## - `789b5244a9` 1 1.110 5423.4 -15381
## - ed7e658a27 1 1.123 5423.4 -15381
## - f66b98dd69 1 1.136 5423.4 -15381
## - `65aed7dc1f` 1 1.179 5423.5 -15381
## - `2719b72c0d` 1 1.188 5423.5 -15381
## + `4468394575` 1 0.014 5422.3 -15381
## + `7cb7913148_1` 1 0.010 5422.3 -15381
## + `072b7e8f27` 1 0.009 5422.3 -15381
## + d035af6ffa 1 0.003 5422.3 -15380
## + `7cb7913148_2` 1 0.001 5422.3 -15380
## - `7cb7913148_3` 1 1.478 5423.8 -15380
## - `136c1727c3` 1 1.522 5423.8 -15380
## - `98475257f7` 1 1.538 5423.9 -15380
## - `1fa099bb01` 1 1.683 5424.0 -15380
## - bdf934caa7 1 2.080 5424.4 -15379
## - ba54a2a637 1 2.088 5424.4 -15379
## - `63bcf89b1d` 1 2.210 5424.5 -15378
## - `2bc6ab42f7` 1 2.405 5424.7 -15378
## - `1f222e3669` 1 2.586 5424.9 -15377
## - fe0318e273 1 2.743 5425.1 -15377
## - `8de0382f02` 1 2.745 5425.1 -15377
## - b4112a94a6 1 2.746 5425.1 -15377
## - `3e200bf766` 1 3.427 5425.7 -15375
## - `384bec5dd1_1` 1 3.759 5426.1 -15374
## - ae08d2297e 1 4.017 5426.3 -15373
## - `298ed82b22` 1 4.041 5426.4 -15373
## - abca7a848f 1 5.391 5427.7 -15370
## - `49756d8e0f` 1 6.512 5428.8 -15366
## - `60ec1426ce` 1 6.971 5429.3 -15365
## - `016399044a` 1 12.068 5434.4 -15351
## - `1f3058af83` 1 12.460 5434.8 -15350
## - `253eb5ef11` 1 12.693 5435.0 -15349
## - c0c3df65b1 1 15.133 5437.4 -15342
## - `087235d61e` 1 17.531 5439.8 -15336
## - f0a0febd35 1 18.055 5440.4 -15334
## - `7fe6cb4c98` 1 21.592 5443.9 -15324
## - f013b60e50 1 29.954 5452.3 -15301
## - a14fd026ce 1 33.662 5456.0 -15291
## - `5f360995ef` 1 36.032 5458.3 -15284
## - `87b982928b` 1 36.394 5458.7 -15283
## - ea0f4a32e3 1 48.256 5470.6 -15250
## - `174825d438` 1 65.424 5487.7 -15203
## - `8c2e088a3d` 1 74.101 5496.4 -15179
## - `8f5f7c556a` 1 81.970 5504.3 -15157
## - `2d7fe4693a` 1 88.931 5511.2 -15138
## - d2c775fa99 1 132.936 5555.3 -15017
## - beb6e17af1 1 174.350 5596.7 -14905
## - `5b862c0a8f` 1 199.496 5621.8 -14837
## - `9a575e82a4_1` 1 223.711 5646.0 -14772
## - e86a2190c1 1 224.440 5646.8 -14770
## - `6db53d265a` 1 243.966 5666.3 -14717
## - `06888ceac9_1` 1 244.959 5667.3 -14715
## - aee1e4fc85 1 290.863 5713.2 -14592
##
## Step: AIC=-15384.49
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_5` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `435dec85e2` + d4d6566f9c +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + a24802caa5 +
## `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 +
## `4fc17427c8` + b9a487ac3c + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - b9a487ac3c 1 0.021 5422.4 -15386
## - c58f611921 1 0.028 5422.4 -15386
## - `99d44111c9` 1 0.028 5422.4 -15386
## - ac826f0013 1 0.028 5422.4 -15386
## - `779d13189e` 1 0.041 5422.4 -15386
## - fe8cdd80ba 1 0.046 5422.4 -15386
## - fdf8628ca7 1 0.048 5422.4 -15386
## - ee2ac696ff 1 0.054 5422.4 -15386
## - e0a0772df0 1 0.063 5422.4 -15386
## - `2e874bc151` 1 0.079 5422.4 -15386
## - e5efa4d39a 1 0.080 5422.4 -15386
## - b709f75447 1 0.085 5422.4 -15386
## - `7743f273c2` 1 0.088 5422.4 -15386
## - `29bbd86997` 1 0.102 5422.4 -15386
## - `7841b6a5b1` 1 0.119 5422.4 -15386
## - d4d6566f9c 1 0.121 5422.5 -15386
## - `435dec85e2` 1 0.121 5422.5 -15386
## - e7ee22effb 1 0.156 5422.5 -15386
## - `7734c0c22f` 1 0.161 5422.5 -15386
## - `0342faceb5` 1 0.184 5422.5 -15386
## - a24802caa5 1 0.193 5422.5 -15386
## - `3df2300fa2` 1 0.198 5422.5 -15386
## - dcfcbc2ea1 1 0.202 5422.5 -15386
## - `4fc17427c8` 1 0.229 5422.6 -15386
## - `55cf3f7627` 1 0.254 5422.6 -15386
## - `7cb7913148_6` 1 0.272 5422.6 -15386
## - `7cb7913148_7` 1 0.287 5422.6 -15386
## - `7cb7913148_5` 1 0.329 5422.7 -15386
## - `3eb53ae932` 1 0.343 5422.7 -15386
## - c1b8ce2354 1 0.343 5422.7 -15386
## - `8311343404` 1 0.374 5422.7 -15385
## - `9b6e0b36c2` 1 0.385 5422.7 -15385
## - `7925993f42` 1 0.414 5422.7 -15385
## - `6516422788` 1 0.439 5422.8 -15385
## - `173b6590ae` 1 0.458 5422.8 -15385
## - `77b3b41efa` 1 0.485 5422.8 -15385
## - `96e6f0be58` 1 0.497 5422.8 -15385
## - fbf66c8021 1 0.512 5422.8 -15385
## - `55907cc1de` 1 0.533 5422.9 -15385
## - aa69c802b6 1 0.604 5422.9 -15385
## - `20f1afc5c7` 1 0.628 5423.0 -15385
## - `2a457d15d9` 1 0.639 5423.0 -15385
## - `8a21502326` 1 0.641 5423.0 -15385
## - `04e7268385` 1 0.692 5423.0 -15385
## <none> 5422.3 -15384
## - `96c30c7eef` 1 0.725 5423.1 -15384
## - `0e2ab0831c` 1 0.783 5423.1 -15384
## - `0b846350ef` 1 0.789 5423.1 -15384
## - `56371466d7` 1 0.895 5423.2 -15384
## - `12eda2d982` 1 1.002 5423.3 -15384
## - ffd1cdcfc1 1 1.012 5423.3 -15384
## - `25bbf0e7e7` 1 1.077 5423.4 -15384
## - `789b5244a9` 1 1.108 5423.4 -15383
## - ed7e658a27 1 1.120 5423.5 -15383
## - f66b98dd69 1 1.135 5423.5 -15383
## - `65aed7dc1f` 1 1.177 5423.5 -15383
## - `2719b72c0d` 1 1.188 5423.5 -15383
## + `7cb7913148_4` 1 0.016 5422.3 -15382
## + `4468394575` 1 0.014 5422.3 -15382
## + `7cb7913148_1` 1 0.014 5422.3 -15382
## + `072b7e8f27` 1 0.009 5422.3 -15382
## + d035af6ffa 1 0.004 5422.3 -15382
## + `7cb7913148_2` 1 0.002 5422.3 -15382
## - `7cb7913148_3` 1 1.493 5423.8 -15382
## - `136c1727c3` 1 1.525 5423.9 -15382
## - `98475257f7` 1 1.536 5423.9 -15382
## - `1fa099bb01` 1 1.685 5424.0 -15382
## - bdf934caa7 1 2.078 5424.4 -15381
## - ba54a2a637 1 2.087 5424.4 -15381
## - `63bcf89b1d` 1 2.213 5424.5 -15380
## - `2bc6ab42f7` 1 2.403 5424.7 -15380
## - `1f222e3669` 1 2.585 5424.9 -15379
## - fe0318e273 1 2.745 5425.1 -15379
## - `8de0382f02` 1 2.746 5425.1 -15379
## - b4112a94a6 1 2.747 5425.1 -15379
## - `3e200bf766` 1 3.428 5425.8 -15377
## - `384bec5dd1_1` 1 3.755 5426.1 -15376
## - ae08d2297e 1 4.015 5426.3 -15375
## - `298ed82b22` 1 4.036 5426.4 -15375
## - abca7a848f 1 5.393 5427.7 -15371
## - `49756d8e0f` 1 6.505 5428.8 -15368
## - `60ec1426ce` 1 6.974 5429.3 -15367
## - `016399044a` 1 12.076 5434.4 -15353
## - `1f3058af83` 1 12.482 5434.8 -15352
## - `253eb5ef11` 1 12.690 5435.0 -15351
## - c0c3df65b1 1 15.130 5437.5 -15344
## - `087235d61e` 1 17.560 5439.9 -15338
## - f0a0febd35 1 18.063 5440.4 -15336
## - `7fe6cb4c98` 1 21.581 5443.9 -15326
## - f013b60e50 1 29.976 5452.3 -15303
## - a14fd026ce 1 33.657 5456.0 -15293
## - `5f360995ef` 1 36.043 5458.4 -15286
## - `87b982928b` 1 36.399 5458.7 -15285
## - ea0f4a32e3 1 48.244 5470.6 -15252
## - `174825d438` 1 65.410 5487.7 -15205
## - `8c2e088a3d` 1 74.093 5496.4 -15181
## - `8f5f7c556a` 1 81.967 5504.3 -15159
## - `2d7fe4693a` 1 88.918 5511.2 -15140
## - d2c775fa99 1 132.924 5555.3 -15019
## - beb6e17af1 1 174.374 5596.7 -14907
## - `5b862c0a8f` 1 199.578 5621.9 -14839
## - `9a575e82a4_1` 1 223.831 5646.2 -14773
## - e86a2190c1 1 224.423 5646.8 -14772
## - `6db53d265a` 1 243.993 5666.3 -14719
## - `06888ceac9_1` 1 244.972 5667.3 -14717
## - aee1e4fc85 1 290.977 5713.3 -14594
##
## Step: AIC=-15386.44
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_5` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `435dec85e2` + d4d6566f9c +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + a24802caa5 +
## `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 +
## `4fc17427c8` + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - ac826f0013 1 0.028 5422.4 -15388
## - c58f611921 1 0.028 5422.4 -15388
## - `99d44111c9` 1 0.028 5422.4 -15388
## - `779d13189e` 1 0.041 5422.4 -15388
## - fe8cdd80ba 1 0.046 5422.4 -15388
## - fdf8628ca7 1 0.048 5422.4 -15388
## - ee2ac696ff 1 0.055 5422.4 -15388
## - e0a0772df0 1 0.063 5422.4 -15388
## - e5efa4d39a 1 0.079 5422.4 -15388
## - `2e874bc151` 1 0.080 5422.4 -15388
## - b709f75447 1 0.085 5422.4 -15388
## - `7743f273c2` 1 0.088 5422.4 -15388
## - `29bbd86997` 1 0.101 5422.5 -15388
## - `7841b6a5b1` 1 0.119 5422.5 -15388
## - d4d6566f9c 1 0.121 5422.5 -15388
## - `435dec85e2` 1 0.121 5422.5 -15388
## - e7ee22effb 1 0.157 5422.5 -15388
## - `7734c0c22f` 1 0.161 5422.5 -15388
## - `0342faceb5` 1 0.186 5422.5 -15388
## - a24802caa5 1 0.192 5422.5 -15388
## - `3df2300fa2` 1 0.198 5422.5 -15388
## - dcfcbc2ea1 1 0.204 5422.6 -15388
## - `4fc17427c8` 1 0.230 5422.6 -15388
## - `55cf3f7627` 1 0.254 5422.6 -15388
## - `7cb7913148_6` 1 0.270 5422.6 -15388
## - `7cb7913148_7` 1 0.287 5422.6 -15388
## - `7cb7913148_5` 1 0.329 5422.7 -15388
## - `3eb53ae932` 1 0.345 5422.7 -15388
## - c1b8ce2354 1 0.345 5422.7 -15388
## - `8311343404` 1 0.373 5422.7 -15387
## - `9b6e0b36c2` 1 0.384 5422.7 -15387
## - `7925993f42` 1 0.415 5422.8 -15387
## - `6516422788` 1 0.437 5422.8 -15387
## - `173b6590ae` 1 0.458 5422.8 -15387
## - `77b3b41efa` 1 0.483 5422.8 -15387
## - `96e6f0be58` 1 0.497 5422.8 -15387
## - fbf66c8021 1 0.512 5422.9 -15387
## - `55907cc1de` 1 0.534 5422.9 -15387
## - aa69c802b6 1 0.603 5423.0 -15387
## - `20f1afc5c7` 1 0.625 5423.0 -15387
## - `2a457d15d9` 1 0.638 5423.0 -15387
## - `8a21502326` 1 0.641 5423.0 -15387
## - `04e7268385` 1 0.693 5423.0 -15386
## <none> 5422.4 -15386
## - `96c30c7eef` 1 0.722 5423.1 -15386
## - `0e2ab0831c` 1 0.782 5423.1 -15386
## - `0b846350ef` 1 0.788 5423.1 -15386
## - `56371466d7` 1 0.892 5423.2 -15386
## - `12eda2d982` 1 1.004 5423.4 -15386
## - ffd1cdcfc1 1 1.012 5423.4 -15386
## - `25bbf0e7e7` 1 1.078 5423.4 -15385
## - `789b5244a9` 1 1.107 5423.5 -15385
## - ed7e658a27 1 1.120 5423.5 -15385
## - f66b98dd69 1 1.137 5423.5 -15385
## - `65aed7dc1f` 1 1.180 5423.5 -15385
## - `2719b72c0d` 1 1.190 5423.5 -15385
## + b9a487ac3c 1 0.021 5422.3 -15384
## + `7cb7913148_4` 1 0.016 5422.3 -15384
## + `4468394575` 1 0.014 5422.3 -15384
## + `7cb7913148_1` 1 0.013 5422.3 -15384
## + `072b7e8f27` 1 0.009 5422.3 -15384
## + d035af6ffa 1 0.004 5422.3 -15384
## + `7cb7913148_2` 1 0.002 5422.3 -15384
## - `7cb7913148_3` 1 1.494 5423.8 -15384
## - `136c1727c3` 1 1.529 5423.9 -15384
## - `98475257f7` 1 1.539 5423.9 -15384
## - `1fa099bb01` 1 1.678 5424.0 -15384
## - bdf934caa7 1 2.079 5424.4 -15383
## - ba54a2a637 1 2.088 5424.4 -15383
## - `63bcf89b1d` 1 2.209 5424.6 -15382
## - `2bc6ab42f7` 1 2.405 5424.8 -15382
## - `1f222e3669` 1 2.590 5424.9 -15381
## - `8de0382f02` 1 2.745 5425.1 -15381
## - b4112a94a6 1 2.746 5425.1 -15381
## - fe0318e273 1 2.751 5425.1 -15381
## - `3e200bf766` 1 3.424 5425.8 -15379
## - `384bec5dd1_1` 1 3.752 5426.1 -15378
## - ae08d2297e 1 4.009 5426.4 -15377
## - `298ed82b22` 1 4.033 5426.4 -15377
## - abca7a848f 1 5.395 5427.7 -15373
## - `49756d8e0f` 1 6.505 5428.9 -15370
## - `60ec1426ce` 1 6.967 5429.3 -15369
## - `016399044a` 1 12.065 5434.4 -15355
## - `1f3058af83` 1 12.489 5434.8 -15354
## - `253eb5ef11` 1 12.688 5435.0 -15353
## - c0c3df65b1 1 15.138 5437.5 -15346
## - `087235d61e` 1 17.556 5439.9 -15339
## - f0a0febd35 1 18.045 5440.4 -15338
## - `7fe6cb4c98` 1 21.571 5443.9 -15328
## - f013b60e50 1 30.018 5452.4 -15305
## - a14fd026ce 1 33.664 5456.0 -15295
## - `5f360995ef` 1 36.053 5458.4 -15288
## - `87b982928b` 1 36.421 5458.8 -15287
## - ea0f4a32e3 1 48.258 5470.6 -15254
## - `174825d438` 1 65.396 5487.7 -15207
## - `8c2e088a3d` 1 74.098 5496.4 -15183
## - `8f5f7c556a` 1 81.955 5504.3 -15161
## - `2d7fe4693a` 1 88.928 5511.3 -15142
## - d2c775fa99 1 132.933 5555.3 -15021
## - beb6e17af1 1 174.363 5596.7 -14909
## - `5b862c0a8f` 1 199.560 5621.9 -14841
## - `9a575e82a4_1` 1 223.827 5646.2 -14775
## - e86a2190c1 1 224.542 5646.9 -14773
## - `6db53d265a` 1 243.987 5666.3 -14721
## - `06888ceac9_1` 1 245.022 5667.4 -14718
## - aee1e4fc85 1 290.956 5713.3 -14596
##
## Step: AIC=-15388.36
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_5` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `435dec85e2` + d4d6566f9c +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + a24802caa5 +
## `12eda2d982` + c58f611921 + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 + `4fc17427c8` +
## ee2ac696ff + `55cf3f7627` + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - c58f611921 1 0.028 5422.4 -15390
## - `99d44111c9` 1 0.028 5422.4 -15390
## - `779d13189e` 1 0.041 5422.4 -15390
## - fe8cdd80ba 1 0.046 5422.4 -15390
## - fdf8628ca7 1 0.047 5422.4 -15390
## - ee2ac696ff 1 0.056 5422.4 -15390
## - e0a0772df0 1 0.063 5422.4 -15390
## - e5efa4d39a 1 0.079 5422.5 -15390
## - `2e874bc151` 1 0.081 5422.5 -15390
## - b709f75447 1 0.084 5422.5 -15390
## - `7743f273c2` 1 0.088 5422.5 -15390
## - `29bbd86997` 1 0.101 5422.5 -15390
## - `7841b6a5b1` 1 0.120 5422.5 -15390
## - d4d6566f9c 1 0.123 5422.5 -15390
## - `435dec85e2` 1 0.123 5422.5 -15390
## - e7ee22effb 1 0.158 5422.5 -15390
## - `7734c0c22f` 1 0.159 5422.5 -15390
## - `0342faceb5` 1 0.185 5422.6 -15390
## - a24802caa5 1 0.191 5422.6 -15390
## - `3df2300fa2` 1 0.202 5422.6 -15390
## - dcfcbc2ea1 1 0.203 5422.6 -15390
## - `4fc17427c8` 1 0.229 5422.6 -15390
## - `55cf3f7627` 1 0.252 5422.6 -15390
## - `7cb7913148_6` 1 0.270 5422.6 -15390
## - `7cb7913148_7` 1 0.286 5422.7 -15390
## - `7cb7913148_5` 1 0.328 5422.7 -15389
## - `3eb53ae932` 1 0.344 5422.7 -15389
## - c1b8ce2354 1 0.344 5422.7 -15389
## - `8311343404` 1 0.372 5422.8 -15389
## - `9b6e0b36c2` 1 0.381 5422.8 -15389
## - `7925993f42` 1 0.416 5422.8 -15389
## - `6516422788` 1 0.438 5422.8 -15389
## - `173b6590ae` 1 0.459 5422.8 -15389
## - `77b3b41efa` 1 0.484 5422.9 -15389
## - `96e6f0be58` 1 0.504 5422.9 -15389
## - `55907cc1de` 1 0.507 5422.9 -15389
## - fbf66c8021 1 0.514 5422.9 -15389
## - aa69c802b6 1 0.603 5423.0 -15389
## - `20f1afc5c7` 1 0.622 5423.0 -15389
## - `2a457d15d9` 1 0.637 5423.0 -15389
## - `8a21502326` 1 0.645 5423.0 -15389
## - `04e7268385` 1 0.689 5423.1 -15388
## <none> 5422.4 -15388
## - `96c30c7eef` 1 0.721 5423.1 -15388
## - `0e2ab0831c` 1 0.780 5423.2 -15388
## - `0b846350ef` 1 0.791 5423.2 -15388
## - `56371466d7` 1 0.894 5423.3 -15388
## - `12eda2d982` 1 1.002 5423.4 -15388
## - ffd1cdcfc1 1 1.009 5423.4 -15388
## - `25bbf0e7e7` 1 1.082 5423.5 -15387
## - `789b5244a9` 1 1.113 5423.5 -15387
## - ed7e658a27 1 1.126 5423.5 -15387
## - f66b98dd69 1 1.139 5423.5 -15387
## - `65aed7dc1f` 1 1.179 5423.6 -15387
## - `2719b72c0d` 1 1.191 5423.6 -15387
## + ac826f0013 1 0.028 5422.4 -15386
## + b9a487ac3c 1 0.021 5422.4 -15386
## + `7cb7913148_4` 1 0.016 5422.4 -15386
## + `4468394575` 1 0.015 5422.4 -15386
## + `7cb7913148_1` 1 0.014 5422.4 -15386
## + `072b7e8f27` 1 0.009 5422.4 -15386
## + d035af6ffa 1 0.003 5422.4 -15386
## + `7cb7913148_2` 1 0.002 5422.4 -15386
## - `7cb7913148_3` 1 1.493 5423.9 -15386
## - `136c1727c3` 1 1.527 5423.9 -15386
## - `98475257f7` 1 1.536 5423.9 -15386
## - `1fa099bb01` 1 1.677 5424.1 -15386
## - bdf934caa7 1 2.075 5424.5 -15385
## - ba54a2a637 1 2.084 5424.5 -15384
## - `63bcf89b1d` 1 2.210 5424.6 -15384
## - `2bc6ab42f7` 1 2.397 5424.8 -15384
## - `1f222e3669` 1 2.591 5425.0 -15383
## - `8de0382f02` 1 2.744 5425.1 -15383
## - b4112a94a6 1 2.745 5425.1 -15383
## - fe0318e273 1 2.762 5425.1 -15383
## - `3e200bf766` 1 3.420 5425.8 -15381
## - `384bec5dd1_1` 1 3.760 5426.1 -15380
## - ae08d2297e 1 4.004 5426.4 -15379
## - `298ed82b22` 1 4.038 5426.4 -15379
## - abca7a848f 1 5.391 5427.8 -15375
## - `49756d8e0f` 1 6.507 5428.9 -15372
## - `60ec1426ce` 1 6.969 5429.3 -15371
## - `016399044a` 1 12.063 5434.4 -15357
## - `1f3058af83` 1 12.488 5434.9 -15356
## - `253eb5ef11` 1 12.693 5435.1 -15355
## - c0c3df65b1 1 15.145 5437.5 -15348
## - `087235d61e` 1 17.565 5439.9 -15341
## - f0a0febd35 1 18.055 5440.4 -15340
## - `7fe6cb4c98` 1 21.574 5444.0 -15330
## - f013b60e50 1 30.013 5452.4 -15307
## - a14fd026ce 1 33.648 5456.0 -15297
## - `5f360995ef` 1 36.054 5458.4 -15290
## - `87b982928b` 1 36.432 5458.8 -15289
## - ea0f4a32e3 1 48.308 5470.7 -15256
## - `174825d438` 1 65.373 5487.8 -15209
## - `8c2e088a3d` 1 74.115 5496.5 -15185
## - `8f5f7c556a` 1 81.987 5504.4 -15163
## - `2d7fe4693a` 1 88.921 5511.3 -15144
## - d2c775fa99 1 132.908 5555.3 -15023
## - beb6e17af1 1 174.336 5596.7 -14911
## - `5b862c0a8f` 1 199.538 5621.9 -14842
## - `9a575e82a4_1` 1 223.833 5646.2 -14777
## - e86a2190c1 1 224.525 5646.9 -14775
## - `6db53d265a` 1 243.963 5666.3 -14723
## - `06888ceac9_1` 1 245.424 5667.8 -14719
## - aee1e4fc85 1 290.934 5713.3 -14598
##
## Step: AIC=-15390.28
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_5` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `435dec85e2` + d4d6566f9c +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + a24802caa5 +
## `12eda2d982` + `99d44111c9` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + `779d13189e` + `0342faceb5` + ba54a2a637 +
## `7925993f42` + `7734c0c22f` + b709f75447 + `4fc17427c8` +
## ee2ac696ff + `55cf3f7627` + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `99d44111c9` 1 0.001 5422.4 -15392
## - `779d13189e` 1 0.041 5422.4 -15392
## - fe8cdd80ba 1 0.046 5422.5 -15392
## - fdf8628ca7 1 0.047 5422.5 -15392
## - ee2ac696ff 1 0.056 5422.5 -15392
## - e0a0772df0 1 0.062 5422.5 -15392
## - e5efa4d39a 1 0.078 5422.5 -15392
## - `2e874bc151` 1 0.080 5422.5 -15392
## - b709f75447 1 0.084 5422.5 -15392
## - `7743f273c2` 1 0.088 5422.5 -15392
## - `29bbd86997` 1 0.099 5422.5 -15392
## - `7841b6a5b1` 1 0.121 5422.5 -15392
## - d4d6566f9c 1 0.122 5422.5 -15392
## - `435dec85e2` 1 0.122 5422.5 -15392
## - e7ee22effb 1 0.160 5422.6 -15392
## - `7734c0c22f` 1 0.160 5422.6 -15392
## - `0342faceb5` 1 0.186 5422.6 -15392
## - a24802caa5 1 0.192 5422.6 -15392
## - dcfcbc2ea1 1 0.200 5422.6 -15392
## - `3df2300fa2` 1 0.204 5422.6 -15392
## - `4fc17427c8` 1 0.228 5422.6 -15392
## - `55cf3f7627` 1 0.250 5422.7 -15392
## - `7cb7913148_6` 1 0.269 5422.7 -15392
## - `7cb7913148_7` 1 0.289 5422.7 -15392
## - `7cb7913148_5` 1 0.329 5422.7 -15391
## - `3eb53ae932` 1 0.343 5422.8 -15391
## - c1b8ce2354 1 0.343 5422.8 -15391
## - `8311343404` 1 0.371 5422.8 -15391
## - `9b6e0b36c2` 1 0.381 5422.8 -15391
## - `7925993f42` 1 0.415 5422.8 -15391
## - `6516422788` 1 0.436 5422.8 -15391
## - `173b6590ae` 1 0.461 5422.9 -15391
## - `77b3b41efa` 1 0.486 5422.9 -15391
## - `96e6f0be58` 1 0.507 5422.9 -15391
## - `55907cc1de` 1 0.508 5422.9 -15391
## - fbf66c8021 1 0.513 5422.9 -15391
## - aa69c802b6 1 0.604 5423.0 -15391
## - `20f1afc5c7` 1 0.627 5423.0 -15390
## - `2a457d15d9` 1 0.637 5423.0 -15390
## - `8a21502326` 1 0.650 5423.1 -15390
## - `04e7268385` 1 0.691 5423.1 -15390
## <none> 5422.4 -15390
## - `96c30c7eef` 1 0.722 5423.1 -15390
## - `0e2ab0831c` 1 0.780 5423.2 -15390
## - `0b846350ef` 1 0.793 5423.2 -15390
## - `56371466d7` 1 0.891 5423.3 -15390
## - `12eda2d982` 1 1.000 5423.4 -15390
## - ffd1cdcfc1 1 1.015 5423.4 -15389
## - `25bbf0e7e7` 1 1.085 5423.5 -15389
## - `789b5244a9` 1 1.120 5423.5 -15389
## - ed7e658a27 1 1.132 5423.5 -15389
## - f66b98dd69 1 1.140 5423.5 -15389
## - `65aed7dc1f` 1 1.180 5423.6 -15389
## - `2719b72c0d` 1 1.192 5423.6 -15389
## + c58f611921 1 0.028 5422.4 -15388
## + ac826f0013 1 0.028 5422.4 -15388
## + b9a487ac3c 1 0.021 5422.4 -15388
## + `7cb7913148_4` 1 0.016 5422.4 -15388
## + `4468394575` 1 0.014 5422.4 -15388
## + `7cb7913148_1` 1 0.013 5422.4 -15388
## + `072b7e8f27` 1 0.009 5422.4 -15388
## + d035af6ffa 1 0.003 5422.4 -15388
## + `7cb7913148_2` 1 0.002 5422.4 -15388
## - `7cb7913148_3` 1 1.495 5423.9 -15388
## - `136c1727c3` 1 1.527 5423.9 -15388
## - `98475257f7` 1 1.536 5423.9 -15388
## - `1fa099bb01` 1 1.678 5424.1 -15388
## - bdf934caa7 1 2.070 5424.5 -15386
## - ba54a2a637 1 2.090 5424.5 -15386
## - `63bcf89b1d` 1 2.214 5424.6 -15386
## - `2bc6ab42f7` 1 2.399 5424.8 -15386
## - `1f222e3669` 1 2.590 5425.0 -15385
## - `8de0382f02` 1 2.749 5425.2 -15385
## - b4112a94a6 1 2.750 5425.2 -15385
## - fe0318e273 1 2.760 5425.2 -15385
## - `3e200bf766` 1 3.429 5425.8 -15383
## - `384bec5dd1_1` 1 3.749 5426.2 -15382
## - ae08d2297e 1 4.011 5426.4 -15381
## - `298ed82b22` 1 4.041 5426.4 -15381
## - abca7a848f 1 5.387 5427.8 -15377
## - `49756d8e0f` 1 6.526 5428.9 -15374
## - `60ec1426ce` 1 6.969 5429.4 -15373
## - `016399044a` 1 12.065 5434.5 -15359
## - `1f3058af83` 1 12.484 5434.9 -15357
## - `253eb5ef11` 1 12.685 5435.1 -15357
## - c0c3df65b1 1 15.125 5437.5 -15350
## - `087235d61e` 1 17.554 5440.0 -15343
## - f0a0febd35 1 18.060 5440.5 -15342
## - `7fe6cb4c98` 1 21.580 5444.0 -15332
## - f013b60e50 1 30.000 5452.4 -15309
## - a14fd026ce 1 33.652 5456.1 -15298
## - `5f360995ef` 1 36.075 5458.5 -15292
## - `87b982928b` 1 36.441 5458.8 -15291
## - ea0f4a32e3 1 48.301 5470.7 -15258
## - `174825d438` 1 65.386 5487.8 -15211
## - `8c2e088a3d` 1 74.087 5496.5 -15187
## - `8f5f7c556a` 1 81.984 5504.4 -15165
## - `2d7fe4693a` 1 88.931 5511.3 -15146
## - d2c775fa99 1 132.910 5555.3 -15025
## - beb6e17af1 1 174.361 5596.8 -14912
## - `5b862c0a8f` 1 199.546 5622.0 -14844
## - `9a575e82a4_1` 1 223.869 5646.3 -14779
## - e86a2190c1 1 224.526 5646.9 -14777
## - `6db53d265a` 1 243.944 5666.4 -14725
## - `06888ceac9_1` 1 245.459 5667.9 -14721
## - aee1e4fc85 1 290.943 5713.3 -14600
##
## Step: AIC=-15392.28
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_5` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `435dec85e2` + d4d6566f9c +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + a24802caa5 +
## `12eda2d982` + `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` +
## `779d13189e` + `0342faceb5` + ba54a2a637 + `7925993f42` +
## `7734c0c22f` + b709f75447 + `4fc17427c8` + ee2ac696ff + `55cf3f7627` +
## `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `779d13189e` 1 0.041 5422.4 -15394
## - fe8cdd80ba 1 0.046 5422.5 -15394
## - fdf8628ca7 1 0.047 5422.5 -15394
## - ee2ac696ff 1 0.056 5422.5 -15394
## - e0a0772df0 1 0.062 5422.5 -15394
## - e5efa4d39a 1 0.078 5422.5 -15394
## - `2e874bc151` 1 0.080 5422.5 -15394
## - b709f75447 1 0.084 5422.5 -15394
## - `7743f273c2` 1 0.088 5422.5 -15394
## - `29bbd86997` 1 0.099 5422.5 -15394
## - `7841b6a5b1` 1 0.121 5422.5 -15394
## - d4d6566f9c 1 0.122 5422.5 -15394
## - `435dec85e2` 1 0.122 5422.5 -15394
## - e7ee22effb 1 0.160 5422.6 -15394
## - `7734c0c22f` 1 0.160 5422.6 -15394
## - `0342faceb5` 1 0.186 5422.6 -15394
## - a24802caa5 1 0.192 5422.6 -15394
## - dcfcbc2ea1 1 0.200 5422.6 -15394
## - `3df2300fa2` 1 0.204 5422.6 -15394
## - `4fc17427c8` 1 0.228 5422.6 -15394
## - `55cf3f7627` 1 0.250 5422.7 -15394
## - `7cb7913148_6` 1 0.269 5422.7 -15394
## - `7cb7913148_7` 1 0.289 5422.7 -15394
## - `7cb7913148_5` 1 0.329 5422.7 -15393
## - `3eb53ae932` 1 0.343 5422.8 -15393
## - c1b8ce2354 1 0.343 5422.8 -15393
## - `8311343404` 1 0.372 5422.8 -15393
## - `9b6e0b36c2` 1 0.381 5422.8 -15393
## - `7925993f42` 1 0.415 5422.8 -15393
## - `6516422788` 1 0.436 5422.8 -15393
## - `173b6590ae` 1 0.461 5422.9 -15393
## - `77b3b41efa` 1 0.486 5422.9 -15393
## - `96e6f0be58` 1 0.507 5422.9 -15393
## - `55907cc1de` 1 0.507 5422.9 -15393
## - fbf66c8021 1 0.513 5422.9 -15393
## - aa69c802b6 1 0.604 5423.0 -15393
## - `20f1afc5c7` 1 0.627 5423.0 -15392
## - `2a457d15d9` 1 0.636 5423.0 -15392
## - `8a21502326` 1 0.650 5423.1 -15392
## - `04e7268385` 1 0.691 5423.1 -15392
## <none> 5422.4 -15392
## - `96c30c7eef` 1 0.721 5423.1 -15392
## - `0e2ab0831c` 1 0.780 5423.2 -15392
## - `0b846350ef` 1 0.793 5423.2 -15392
## - `56371466d7` 1 0.891 5423.3 -15392
## - `12eda2d982` 1 1.001 5423.4 -15392
## - ffd1cdcfc1 1 1.015 5423.4 -15391
## - `25bbf0e7e7` 1 1.084 5423.5 -15391
## - `789b5244a9` 1 1.119 5423.5 -15391
## - ed7e658a27 1 1.132 5423.5 -15391
## - f66b98dd69 1 1.140 5423.5 -15391
## - `65aed7dc1f` 1 1.179 5423.6 -15391
## - `2719b72c0d` 1 1.193 5423.6 -15391
## + ac826f0013 1 0.028 5422.4 -15390
## + b9a487ac3c 1 0.021 5422.4 -15390
## + `7cb7913148_4` 1 0.016 5422.4 -15390
## + `4468394575` 1 0.014 5422.4 -15390
## + `7cb7913148_1` 1 0.013 5422.4 -15390
## + `072b7e8f27` 1 0.009 5422.4 -15390
## + d035af6ffa 1 0.003 5422.4 -15390
## + `7cb7913148_2` 1 0.002 5422.4 -15390
## + `99d44111c9` 1 0.001 5422.4 -15390
## + c58f611921 1 0.001 5422.4 -15390
## - `7cb7913148_3` 1 1.495 5423.9 -15390
## - `136c1727c3` 1 1.526 5423.9 -15390
## - `98475257f7` 1 1.536 5423.9 -15390
## - `1fa099bb01` 1 1.678 5424.1 -15390
## - bdf934caa7 1 2.071 5424.5 -15388
## - ba54a2a637 1 2.090 5424.5 -15388
## - `63bcf89b1d` 1 2.215 5424.6 -15388
## - `2bc6ab42f7` 1 2.400 5424.8 -15388
## - `1f222e3669` 1 2.590 5425.0 -15387
## - `8de0382f02` 1 2.748 5425.2 -15387
## - b4112a94a6 1 2.749 5425.2 -15387
## - fe0318e273 1 2.759 5425.2 -15387
## - `3e200bf766` 1 3.429 5425.8 -15385
## - `384bec5dd1_1` 1 3.748 5426.2 -15384
## - ae08d2297e 1 4.012 5426.4 -15383
## - `298ed82b22` 1 4.040 5426.4 -15383
## - abca7a848f 1 5.386 5427.8 -15379
## - `49756d8e0f` 1 6.528 5428.9 -15376
## - `60ec1426ce` 1 6.970 5429.4 -15375
## - `016399044a` 1 12.070 5434.5 -15361
## - `1f3058af83` 1 12.489 5434.9 -15359
## - `253eb5ef11` 1 12.687 5435.1 -15359
## - c0c3df65b1 1 15.126 5437.5 -15352
## - `087235d61e` 1 17.553 5440.0 -15345
## - f0a0febd35 1 18.062 5440.5 -15344
## - `7fe6cb4c98` 1 21.581 5444.0 -15334
## - f013b60e50 1 30.000 5452.4 -15311
## - a14fd026ce 1 33.656 5456.1 -15300
## - `5f360995ef` 1 36.077 5458.5 -15294
## - `87b982928b` 1 36.439 5458.8 -15293
## - ea0f4a32e3 1 48.300 5470.7 -15260
## - `174825d438` 1 65.387 5487.8 -15213
## - `8c2e088a3d` 1 74.098 5496.5 -15188
## - `8f5f7c556a` 1 81.984 5504.4 -15167
## - `2d7fe4693a` 1 88.930 5511.3 -15148
## - d2c775fa99 1 132.910 5555.3 -15027
## - beb6e17af1 1 174.370 5596.8 -14914
## - `5b862c0a8f` 1 199.545 5622.0 -14846
## - `9a575e82a4_1` 1 223.868 5646.3 -14781
## - e86a2190c1 1 224.526 5646.9 -14779
## - `6db53d265a` 1 244.033 5666.4 -14727
## - `06888ceac9_1` 1 245.473 5667.9 -14723
## - aee1e4fc85 1 290.948 5713.4 -14602
##
## Step: AIC=-15394.16
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_5` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `435dec85e2` + d4d6566f9c +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + a24802caa5 +
## `12eda2d982` + `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` +
## `0342faceb5` + ba54a2a637 + `7925993f42` + `7734c0c22f` +
## b709f75447 + `4fc17427c8` + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - fe8cdd80ba 1 0.043 5422.5 -15396
## - fdf8628ca7 1 0.047 5422.5 -15396
## - ee2ac696ff 1 0.056 5422.5 -15396
## - e0a0772df0 1 0.063 5422.5 -15396
## - e5efa4d39a 1 0.077 5422.5 -15396
## - `2e874bc151` 1 0.081 5422.5 -15396
## - b709f75447 1 0.084 5422.5 -15396
## - `7743f273c2` 1 0.089 5422.5 -15396
## - `29bbd86997` 1 0.099 5422.5 -15396
## - `7841b6a5b1` 1 0.120 5422.6 -15396
## - d4d6566f9c 1 0.123 5422.6 -15396
## - `435dec85e2` 1 0.123 5422.6 -15396
## - e7ee22effb 1 0.159 5422.6 -15396
## - `7734c0c22f` 1 0.160 5422.6 -15396
## - `0342faceb5` 1 0.185 5422.6 -15396
## - a24802caa5 1 0.191 5422.6 -15396
## - dcfcbc2ea1 1 0.200 5422.6 -15396
## - `3df2300fa2` 1 0.200 5422.6 -15396
## - `4fc17427c8` 1 0.229 5422.7 -15396
## - `55cf3f7627` 1 0.249 5422.7 -15396
## - `7cb7913148_6` 1 0.269 5422.7 -15395
## - `7cb7913148_7` 1 0.289 5422.7 -15395
## - `7cb7913148_5` 1 0.329 5422.8 -15395
## - `3eb53ae932` 1 0.343 5422.8 -15395
## - c1b8ce2354 1 0.343 5422.8 -15395
## - `8311343404` 1 0.370 5422.8 -15395
## - `9b6e0b36c2` 1 0.381 5422.8 -15395
## - `7925993f42` 1 0.415 5422.9 -15395
## - `6516422788` 1 0.435 5422.9 -15395
## - `173b6590ae` 1 0.461 5422.9 -15395
## - `77b3b41efa` 1 0.483 5422.9 -15395
## - `96e6f0be58` 1 0.501 5422.9 -15395
## - `55907cc1de` 1 0.507 5423.0 -15395
## - fbf66c8021 1 0.515 5423.0 -15395
## - aa69c802b6 1 0.605 5423.1 -15394
## - `20f1afc5c7` 1 0.627 5423.1 -15394
## - `2a457d15d9` 1 0.632 5423.1 -15394
## - `8a21502326` 1 0.651 5423.1 -15394
## - `04e7268385` 1 0.692 5423.1 -15394
## <none> 5422.4 -15394
## - `96c30c7eef` 1 0.723 5423.2 -15394
## - `0e2ab0831c` 1 0.780 5423.2 -15394
## - `0b846350ef` 1 0.793 5423.2 -15394
## - `56371466d7` 1 0.890 5423.3 -15394
## - `12eda2d982` 1 1.001 5423.5 -15393
## - ffd1cdcfc1 1 1.007 5423.5 -15393
## - `25bbf0e7e7` 1 1.084 5423.5 -15393
## - `789b5244a9` 1 1.121 5423.6 -15393
## - ed7e658a27 1 1.133 5423.6 -15393
## - f66b98dd69 1 1.141 5423.6 -15393
## - `65aed7dc1f` 1 1.182 5423.6 -15393
## - `2719b72c0d` 1 1.193 5423.6 -15393
## + `779d13189e` 1 0.041 5422.4 -15392
## + ac826f0013 1 0.028 5422.4 -15392
## + b9a487ac3c 1 0.021 5422.4 -15392
## + `7cb7913148_4` 1 0.016 5422.4 -15392
## + `4468394575` 1 0.015 5422.4 -15392
## + `7cb7913148_1` 1 0.014 5422.4 -15392
## + `072b7e8f27` 1 0.009 5422.4 -15392
## + d035af6ffa 1 0.003 5422.4 -15392
## + `7cb7913148_2` 1 0.002 5422.4 -15392
## + `99d44111c9` 1 0.001 5422.4 -15392
## + c58f611921 1 0.001 5422.4 -15392
## - `7cb7913148_3` 1 1.496 5423.9 -15392
## - `136c1727c3` 1 1.523 5424.0 -15392
## - `98475257f7` 1 1.535 5424.0 -15392
## - `1fa099bb01` 1 1.678 5424.1 -15392
## - bdf934caa7 1 2.069 5424.5 -15390
## - ba54a2a637 1 2.090 5424.5 -15390
## - `63bcf89b1d` 1 2.214 5424.7 -15390
## - `2bc6ab42f7` 1 2.400 5424.8 -15390
## - `1f222e3669` 1 2.605 5425.1 -15389
## - `8de0382f02` 1 2.746 5425.2 -15388
## - b4112a94a6 1 2.747 5425.2 -15388
## - fe0318e273 1 2.760 5425.2 -15388
## - `3e200bf766` 1 3.429 5425.9 -15387
## - `384bec5dd1_1` 1 3.745 5426.2 -15386
## - ae08d2297e 1 4.012 5426.5 -15385
## - `298ed82b22` 1 4.044 5426.5 -15385
## - abca7a848f 1 5.390 5427.8 -15381
## - `49756d8e0f` 1 6.550 5429.0 -15378
## - `60ec1426ce` 1 6.971 5429.4 -15377
## - `016399044a` 1 12.096 5434.5 -15362
## - `1f3058af83` 1 12.473 5434.9 -15361
## - `253eb5ef11` 1 12.758 5435.2 -15360
## - c0c3df65b1 1 15.134 5437.6 -15354
## - `087235d61e` 1 17.541 5440.0 -15347
## - f0a0febd35 1 18.069 5440.5 -15346
## - `7fe6cb4c98` 1 21.591 5444.0 -15336
## - f013b60e50 1 29.988 5452.4 -15313
## - a14fd026ce 1 33.674 5456.1 -15302
## - `5f360995ef` 1 36.085 5458.5 -15296
## - `87b982928b` 1 36.469 5458.9 -15294
## - ea0f4a32e3 1 48.285 5470.7 -15262
## - `174825d438` 1 65.363 5487.8 -15214
## - `8c2e088a3d` 1 74.217 5496.7 -15190
## - `8f5f7c556a` 1 81.977 5504.4 -15169
## - `2d7fe4693a` 1 88.927 5511.4 -15150
## - d2c775fa99 1 132.896 5555.3 -15029
## - beb6e17af1 1 174.336 5596.8 -14916
## - `5b862c0a8f` 1 199.608 5622.1 -14848
## - `9a575e82a4_1` 1 223.874 5646.3 -14783
## - e86a2190c1 1 224.509 5647.0 -14781
## - `6db53d265a` 1 243.995 5666.4 -14729
## - `06888ceac9_1` 1 245.609 5668.1 -14725
## - aee1e4fc85 1 291.044 5713.5 -14604
##
## Step: AIC=-15396.04
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_5` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `435dec85e2` + d4d6566f9c +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + fdf8628ca7 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + a24802caa5 +
## `12eda2d982` + `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` +
## `0342faceb5` + ba54a2a637 + `7925993f42` + `7734c0c22f` +
## b709f75447 + `4fc17427c8` + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - fdf8628ca7 1 0.05 5422.5 -15398
## - ee2ac696ff 1 0.06 5422.5 -15398
## - e0a0772df0 1 0.06 5422.6 -15398
## - e5efa4d39a 1 0.08 5422.6 -15398
## - `2e874bc151` 1 0.08 5422.6 -15398
## - b709f75447 1 0.08 5422.6 -15398
## - `7743f273c2` 1 0.09 5422.6 -15398
## - `29bbd86997` 1 0.10 5422.6 -15398
## - `7841b6a5b1` 1 0.12 5422.6 -15398
## - d4d6566f9c 1 0.12 5422.6 -15398
## - `435dec85e2` 1 0.12 5422.6 -15398
## - e7ee22effb 1 0.16 5422.6 -15398
## - `7734c0c22f` 1 0.16 5422.7 -15398
## - `0342faceb5` 1 0.19 5422.7 -15398
## - a24802caa5 1 0.19 5422.7 -15398
## - dcfcbc2ea1 1 0.20 5422.7 -15398
## - `3df2300fa2` 1 0.20 5422.7 -15398
## - `4fc17427c8` 1 0.23 5422.7 -15397
## - `55cf3f7627` 1 0.25 5422.7 -15397
## - `7cb7913148_6` 1 0.27 5422.8 -15397
## - `7cb7913148_7` 1 0.29 5422.8 -15397
## - `7cb7913148_5` 1 0.33 5422.8 -15397
## - `3eb53ae932` 1 0.34 5422.8 -15397
## - c1b8ce2354 1 0.34 5422.8 -15397
## - `8311343404` 1 0.37 5422.9 -15397
## - `9b6e0b36c2` 1 0.38 5422.9 -15397
## - `7925993f42` 1 0.41 5422.9 -15397
## - `6516422788` 1 0.43 5422.9 -15397
## - `173b6590ae` 1 0.46 5423.0 -15397
## - `77b3b41efa` 1 0.48 5423.0 -15397
## - `96e6f0be58` 1 0.50 5423.0 -15397
## - `55907cc1de` 1 0.51 5423.0 -15397
## - fbf66c8021 1 0.52 5423.0 -15397
## - aa69c802b6 1 0.61 5423.1 -15396
## - `20f1afc5c7` 1 0.63 5423.1 -15396
## - `2a457d15d9` 1 0.63 5423.1 -15396
## - `8a21502326` 1 0.65 5423.1 -15396
## - `04e7268385` 1 0.69 5423.2 -15396
## <none> 5422.5 -15396
## - `96c30c7eef` 1 0.72 5423.2 -15396
## - `0e2ab0831c` 1 0.78 5423.3 -15396
## - `0b846350ef` 1 0.79 5423.3 -15396
## - `56371466d7` 1 0.89 5423.4 -15396
## - `12eda2d982` 1 1.00 5423.5 -15395
## - ffd1cdcfc1 1 1.01 5423.5 -15395
## - `25bbf0e7e7` 1 1.08 5423.6 -15395
## - `789b5244a9` 1 1.12 5423.6 -15395
## - ed7e658a27 1 1.13 5423.6 -15395
## - f66b98dd69 1 1.15 5423.6 -15395
## - `65aed7dc1f` 1 1.18 5423.7 -15395
## - `2719b72c0d` 1 1.20 5423.7 -15395
## + fe8cdd80ba 1 0.04 5422.4 -15394
## + `779d13189e` 1 0.04 5422.5 -15394
## + ac826f0013 1 0.03 5422.5 -15394
## + b9a487ac3c 1 0.02 5422.5 -15394
## + `7cb7913148_4` 1 0.02 5422.5 -15394
## + `4468394575` 1 0.01 5422.5 -15394
## + `7cb7913148_1` 1 0.01 5422.5 -15394
## + `072b7e8f27` 1 0.01 5422.5 -15394
## + d035af6ffa 1 0.00 5422.5 -15394
## + `7cb7913148_2` 1 0.00 5422.5 -15394
## + `99d44111c9` 1 0.00 5422.5 -15394
## + c58f611921 1 0.00 5422.5 -15394
## - `7cb7913148_3` 1 1.49 5424.0 -15394
## - `136c1727c3` 1 1.53 5424.0 -15394
## - `98475257f7` 1 1.53 5424.0 -15394
## - `1fa099bb01` 1 1.68 5424.2 -15393
## - bdf934caa7 1 2.07 5424.6 -15392
## - ba54a2a637 1 2.10 5424.6 -15392
## - `63bcf89b1d` 1 2.22 5424.7 -15392
## - `2bc6ab42f7` 1 2.41 5424.9 -15391
## - `1f222e3669` 1 2.61 5425.1 -15391
## - `8de0382f02` 1 2.75 5425.2 -15390
## - b4112a94a6 1 2.75 5425.2 -15390
## - fe0318e273 1 2.75 5425.2 -15390
## - `3e200bf766` 1 3.43 5425.9 -15388
## - `384bec5dd1_1` 1 3.73 5426.2 -15388
## - ae08d2297e 1 4.01 5426.5 -15387
## - `298ed82b22` 1 4.03 5426.5 -15387
## - abca7a848f 1 5.39 5427.9 -15383
## - `49756d8e0f` 1 6.56 5429.0 -15380
## - `60ec1426ce` 1 6.97 5429.5 -15379
## - `016399044a` 1 12.10 5434.6 -15364
## - `1f3058af83` 1 12.49 5435.0 -15363
## - c0c3df65b1 1 15.17 5437.7 -15356
## - `087235d61e` 1 17.57 5440.1 -15349
## - f0a0febd35 1 18.04 5440.5 -15348
## - `7fe6cb4c98` 1 21.60 5444.1 -15338
## - f013b60e50 1 30.03 5452.5 -15314
## - a14fd026ce 1 33.67 5456.2 -15304
## - `5f360995ef` 1 36.10 5458.6 -15298
## - `87b982928b` 1 36.49 5459.0 -15296
## - ea0f4a32e3 1 48.30 5470.8 -15264
## - `174825d438` 1 65.35 5487.8 -15216
## - `8c2e088a3d` 1 74.23 5496.7 -15192
## - `8f5f7c556a` 1 81.95 5504.4 -15171
## - `2d7fe4693a` 1 88.97 5511.5 -15151
## - d2c775fa99 1 132.96 5555.5 -15031
## - beb6e17af1 1 174.47 5597.0 -14918
## - `5b862c0a8f` 1 199.58 5622.1 -14850
## - `9a575e82a4_1` 1 223.84 5646.3 -14785
## - e86a2190c1 1 224.47 5647.0 -14783
## - `6db53d265a` 1 243.95 5666.4 -14731
## - `06888ceac9_1` 1 245.70 5668.2 -14726
## - aee1e4fc85 1 291.02 5713.5 -14606
## - `253eb5ef11` 1 365.65 5788.1 -14409
##
## Step: AIC=-15397.91
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_5` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `435dec85e2` + d4d6566f9c +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + a24802caa5 + `12eda2d982` +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + `0342faceb5` +
## ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 + `4fc17427c8` +
## ee2ac696ff + `55cf3f7627` + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - ee2ac696ff 1 0.06 5422.6 -15400
## - e0a0772df0 1 0.06 5422.6 -15400
## - e5efa4d39a 1 0.08 5422.6 -15400
## - `2e874bc151` 1 0.08 5422.6 -15400
## - b709f75447 1 0.08 5422.6 -15400
## - `7743f273c2` 1 0.09 5422.6 -15400
## - `29bbd86997` 1 0.10 5422.6 -15400
## - `7841b6a5b1` 1 0.12 5422.7 -15400
## - d4d6566f9c 1 0.12 5422.7 -15400
## - `435dec85e2` 1 0.12 5422.7 -15400
## - e7ee22effb 1 0.16 5422.7 -15400
## - `7734c0c22f` 1 0.16 5422.7 -15400
## - `0342faceb5` 1 0.18 5422.7 -15399
## - a24802caa5 1 0.19 5422.7 -15399
## - `3df2300fa2` 1 0.20 5422.7 -15399
## - dcfcbc2ea1 1 0.20 5422.7 -15399
## - `4fc17427c8` 1 0.23 5422.8 -15399
## - `55cf3f7627` 1 0.25 5422.8 -15399
## - `7cb7913148_6` 1 0.27 5422.8 -15399
## - `7cb7913148_7` 1 0.29 5422.8 -15399
## - `7cb7913148_5` 1 0.33 5422.9 -15399
## - `3eb53ae932` 1 0.35 5422.9 -15399
## - c1b8ce2354 1 0.35 5422.9 -15399
## - `8311343404` 1 0.37 5422.9 -15399
## - `9b6e0b36c2` 1 0.39 5422.9 -15399
## - `7925993f42` 1 0.41 5423.0 -15399
## - `6516422788` 1 0.43 5423.0 -15399
## - `173b6590ae` 1 0.46 5423.0 -15399
## - `77b3b41efa` 1 0.48 5423.0 -15399
## - `96e6f0be58` 1 0.50 5423.0 -15398
## - `55907cc1de` 1 0.51 5423.0 -15398
## - fbf66c8021 1 0.52 5423.1 -15398
## - aa69c802b6 1 0.60 5423.1 -15398
## - `20f1afc5c7` 1 0.63 5423.2 -15398
## - `2a457d15d9` 1 0.63 5423.2 -15398
## - `8a21502326` 1 0.65 5423.2 -15398
## - `04e7268385` 1 0.69 5423.2 -15398
## <none> 5422.5 -15398
## - `96c30c7eef` 1 0.72 5423.3 -15398
## - `0e2ab0831c` 1 0.77 5423.3 -15398
## - `0b846350ef` 1 0.79 5423.3 -15398
## - `56371466d7` 1 0.89 5423.4 -15397
## - `12eda2d982` 1 1.00 5423.5 -15397
## - ffd1cdcfc1 1 1.00 5423.5 -15397
## - `25bbf0e7e7` 1 1.08 5423.6 -15397
## - `789b5244a9` 1 1.12 5423.7 -15397
## - ed7e658a27 1 1.13 5423.7 -15397
## - f66b98dd69 1 1.14 5423.7 -15397
## - `65aed7dc1f` 1 1.18 5423.7 -15397
## - `2719b72c0d` 1 1.20 5423.7 -15397
## + fdf8628ca7 1 0.05 5422.5 -15396
## + fe8cdd80ba 1 0.04 5422.5 -15396
## + `779d13189e` 1 0.04 5422.5 -15396
## + ac826f0013 1 0.03 5422.5 -15396
## + b9a487ac3c 1 0.02 5422.5 -15396
## + `7cb7913148_4` 1 0.02 5422.5 -15396
## + `4468394575` 1 0.01 5422.5 -15396
## + `7cb7913148_1` 1 0.01 5422.5 -15396
## + `072b7e8f27` 1 0.01 5422.5 -15396
## + d035af6ffa 1 0.00 5422.5 -15396
## + `7cb7913148_2` 1 0.00 5422.5 -15396
## + `99d44111c9` 1 0.00 5422.5 -15396
## + c58f611921 1 0.00 5422.5 -15396
## - `7cb7913148_3` 1 1.49 5424.0 -15396
## - `136c1727c3` 1 1.53 5424.1 -15396
## - `98475257f7` 1 1.53 5424.1 -15396
## - `1fa099bb01` 1 1.68 5424.2 -15395
## - bdf934caa7 1 2.07 5424.6 -15394
## - ba54a2a637 1 2.10 5424.6 -15394
## - `63bcf89b1d` 1 2.22 5424.8 -15394
## - `2bc6ab42f7` 1 2.41 5424.9 -15393
## - `1f222e3669` 1 2.61 5425.1 -15393
## - `8de0382f02` 1 2.75 5425.3 -15392
## - b4112a94a6 1 2.75 5425.3 -15392
## - fe0318e273 1 2.76 5425.3 -15392
## - `3e200bf766` 1 3.43 5426.0 -15390
## - `384bec5dd1_1` 1 3.74 5426.3 -15390
## - ae08d2297e 1 4.01 5426.5 -15389
## - `298ed82b22` 1 4.03 5426.6 -15389
## - abca7a848f 1 5.40 5427.9 -15385
## - `49756d8e0f` 1 6.55 5429.1 -15382
## - `60ec1426ce` 1 6.96 5429.5 -15380
## - `016399044a` 1 12.14 5434.7 -15366
## - `1f3058af83` 1 12.50 5435.0 -15365
## - c0c3df65b1 1 15.17 5437.7 -15358
## - `087235d61e` 1 17.57 5440.1 -15351
## - f0a0febd35 1 18.03 5440.6 -15350
## - `7fe6cb4c98` 1 21.63 5444.2 -15340
## - f013b60e50 1 30.04 5452.6 -15316
## - a14fd026ce 1 33.70 5456.2 -15306
## - `5f360995ef` 1 36.09 5458.6 -15299
## - `87b982928b` 1 36.52 5459.1 -15298
## - ea0f4a32e3 1 48.27 5470.8 -15266
## - `174825d438` 1 65.38 5487.9 -15218
## - `8c2e088a3d` 1 74.21 5496.8 -15194
## - `8f5f7c556a` 1 81.92 5504.5 -15173
## - `2d7fe4693a` 1 88.98 5511.5 -15153
## - d2c775fa99 1 132.92 5555.5 -15033
## - beb6e17af1 1 174.42 5597.0 -14920
## - `5b862c0a8f` 1 199.63 5622.2 -14852
## - `9a575e82a4_1` 1 223.86 5646.4 -14787
## - e86a2190c1 1 224.45 5647.0 -14785
## - `6db53d265a` 1 243.92 5666.5 -14733
## - `06888ceac9_1` 1 245.72 5668.3 -14728
## - aee1e4fc85 1 291.14 5713.7 -14607
## - `253eb5ef11` 1 365.73 5788.3 -14410
##
## Step: AIC=-15399.75
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_5` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `435dec85e2` + d4d6566f9c +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + a24802caa5 + `12eda2d982` +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + `0342faceb5` +
## ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 + `4fc17427c8` +
## `55cf3f7627` + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - e0a0772df0 1 0.06 5422.7 -15402
## - e5efa4d39a 1 0.08 5422.7 -15402
## - `2e874bc151` 1 0.08 5422.7 -15402
## - b709f75447 1 0.08 5422.7 -15402
## - `7743f273c2` 1 0.09 5422.7 -15402
## - `29bbd86997` 1 0.10 5422.7 -15402
## - d4d6566f9c 1 0.12 5422.7 -15401
## - `435dec85e2` 1 0.12 5422.7 -15401
## - `7841b6a5b1` 1 0.12 5422.7 -15401
## - e7ee22effb 1 0.15 5422.7 -15401
## - `7734c0c22f` 1 0.16 5422.8 -15401
## - `0342faceb5` 1 0.18 5422.8 -15401
## - a24802caa5 1 0.19 5422.8 -15401
## - `3df2300fa2` 1 0.20 5422.8 -15401
## - dcfcbc2ea1 1 0.20 5422.8 -15401
## - `4fc17427c8` 1 0.23 5422.8 -15401
## - `55cf3f7627` 1 0.25 5422.8 -15401
## - `7cb7913148_6` 1 0.27 5422.9 -15401
## - `7cb7913148_7` 1 0.29 5422.9 -15401
## - `7cb7913148_5` 1 0.32 5422.9 -15401
## - `3eb53ae932` 1 0.35 5422.9 -15401
## - c1b8ce2354 1 0.35 5422.9 -15401
## - `8311343404` 1 0.37 5423.0 -15401
## - `9b6e0b36c2` 1 0.39 5423.0 -15401
## - `7925993f42` 1 0.41 5423.0 -15401
## - `6516422788` 1 0.43 5423.0 -15401
## - `173b6590ae` 1 0.46 5423.1 -15400
## - `77b3b41efa` 1 0.49 5423.1 -15400
## - `96e6f0be58` 1 0.50 5423.1 -15400
## - `55907cc1de` 1 0.51 5423.1 -15400
## - fbf66c8021 1 0.53 5423.1 -15400
## - aa69c802b6 1 0.61 5423.2 -15400
## - `2a457d15d9` 1 0.63 5423.2 -15400
## - `20f1afc5c7` 1 0.63 5423.2 -15400
## - `8a21502326` 1 0.65 5423.2 -15400
## - `04e7268385` 1 0.69 5423.3 -15400
## <none> 5422.6 -15400
## - `96c30c7eef` 1 0.72 5423.3 -15400
## - `0e2ab0831c` 1 0.77 5423.4 -15400
## - `0b846350ef` 1 0.79 5423.4 -15400
## - `56371466d7` 1 0.89 5423.5 -15399
## - ffd1cdcfc1 1 1.01 5423.6 -15399
## - `12eda2d982` 1 1.01 5423.6 -15399
## - `25bbf0e7e7` 1 1.08 5423.7 -15399
## - `789b5244a9` 1 1.12 5423.7 -15399
## - ed7e658a27 1 1.14 5423.7 -15399
## - f66b98dd69 1 1.14 5423.7 -15399
## - `65aed7dc1f` 1 1.18 5423.8 -15398
## - `2719b72c0d` 1 1.20 5423.8 -15398
## + ee2ac696ff 1 0.06 5422.5 -15398
## + fdf8628ca7 1 0.05 5422.5 -15398
## + fe8cdd80ba 1 0.04 5422.6 -15398
## + `779d13189e` 1 0.04 5422.6 -15398
## + ac826f0013 1 0.03 5422.6 -15398
## + b9a487ac3c 1 0.02 5422.6 -15398
## + `7cb7913148_4` 1 0.02 5422.6 -15398
## + `7cb7913148_1` 1 0.01 5422.6 -15398
## + `4468394575` 1 0.01 5422.6 -15398
## + `072b7e8f27` 1 0.01 5422.6 -15398
## + d035af6ffa 1 0.00 5422.6 -15398
## + `7cb7913148_2` 1 0.00 5422.6 -15398
## + `99d44111c9` 1 0.00 5422.6 -15398
## + c58f611921 1 0.00 5422.6 -15398
## - `7cb7913148_3` 1 1.49 5424.1 -15398
## - `136c1727c3` 1 1.52 5424.1 -15398
## - `98475257f7` 1 1.54 5424.1 -15397
## - `1fa099bb01` 1 1.68 5424.3 -15397
## - bdf934caa7 1 2.07 5424.7 -15396
## - ba54a2a637 1 2.10 5424.7 -15396
## - `63bcf89b1d` 1 2.23 5424.8 -15396
## - `2bc6ab42f7` 1 2.40 5425.0 -15395
## - `1f222e3669` 1 2.60 5425.2 -15394
## - `8de0382f02` 1 2.74 5425.3 -15394
## - b4112a94a6 1 2.74 5425.3 -15394
## - fe0318e273 1 2.76 5425.4 -15394
## - `3e200bf766` 1 3.44 5426.0 -15392
## - `384bec5dd1_1` 1 3.75 5426.3 -15391
## - ae08d2297e 1 4.01 5426.6 -15390
## - `298ed82b22` 1 4.03 5426.6 -15390
## - abca7a848f 1 5.39 5428.0 -15387
## - `49756d8e0f` 1 6.54 5429.1 -15384
## - `60ec1426ce` 1 6.97 5429.6 -15382
## - `016399044a` 1 12.17 5434.8 -15368
## - `1f3058af83` 1 12.53 5435.1 -15367
## - c0c3df65b1 1 15.19 5437.8 -15359
## - `087235d61e` 1 17.60 5440.2 -15353
## - f0a0febd35 1 18.02 5440.6 -15352
## - `7fe6cb4c98` 1 21.64 5444.2 -15341
## - f013b60e50 1 30.05 5452.6 -15318
## - a14fd026ce 1 33.72 5456.3 -15308
## - `5f360995ef` 1 36.11 5458.7 -15301
## - `87b982928b` 1 36.51 5459.1 -15300
## - ea0f4a32e3 1 48.26 5470.9 -15267
## - `174825d438` 1 65.38 5488.0 -15220
## - `8c2e088a3d` 1 74.18 5496.8 -15196
## - `8f5f7c556a` 1 82.00 5504.6 -15174
## - `2d7fe4693a` 1 88.94 5511.5 -15155
## - d2c775fa99 1 133.01 5555.6 -15034
## - beb6e17af1 1 174.37 5597.0 -14922
## - `5b862c0a8f` 1 199.70 5622.3 -14854
## - `9a575e82a4_1` 1 223.81 5646.4 -14789
## - e86a2190c1 1 224.45 5647.1 -14787
## - `6db53d265a` 1 243.86 5666.5 -14735
## - `06888ceac9_1` 1 245.77 5668.4 -14730
## - aee1e4fc85 1 291.08 5713.7 -14609
## - `253eb5ef11` 1 365.67 5788.3 -14412
##
## Step: AIC=-15401.58
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_5` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + a24802caa5 + `12eda2d982` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `0342faceb5` + ba54a2a637 +
## `7925993f42` + `7734c0c22f` + b709f75447 + `4fc17427c8` +
## `55cf3f7627` + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - e5efa4d39a 1 0.08 5422.7 -15403
## - `2e874bc151` 1 0.08 5422.7 -15403
## - b709f75447 1 0.08 5422.7 -15403
## - `7743f273c2` 1 0.09 5422.7 -15403
## - `29bbd86997` 1 0.10 5422.8 -15403
## - d4d6566f9c 1 0.12 5422.8 -15403
## - `435dec85e2` 1 0.12 5422.8 -15403
## - e7ee22effb 1 0.15 5422.8 -15403
## - `7734c0c22f` 1 0.17 5422.8 -15403
## - `0342faceb5` 1 0.18 5422.8 -15403
## - a24802caa5 1 0.19 5422.9 -15403
## - `3df2300fa2` 1 0.20 5422.9 -15403
## - dcfcbc2ea1 1 0.20 5422.9 -15403
## - `4fc17427c8` 1 0.23 5422.9 -15403
## - `55cf3f7627` 1 0.25 5422.9 -15403
## - `7cb7913148_6` 1 0.27 5422.9 -15403
## - `7cb7913148_7` 1 0.29 5422.9 -15403
## - `7cb7913148_5` 1 0.33 5423.0 -15403
## - `3eb53ae932` 1 0.35 5423.0 -15403
## - c1b8ce2354 1 0.35 5423.0 -15403
## - `8311343404` 1 0.37 5423.0 -15403
## - `9b6e0b36c2` 1 0.39 5423.0 -15402
## - `7925993f42` 1 0.41 5423.1 -15402
## - `6516422788` 1 0.43 5423.1 -15402
## - `173b6590ae` 1 0.46 5423.1 -15402
## - `77b3b41efa` 1 0.49 5423.1 -15402
## - `96e6f0be58` 1 0.49 5423.2 -15402
## - `55907cc1de` 1 0.51 5423.2 -15402
## - fbf66c8021 1 0.52 5423.2 -15402
## - aa69c802b6 1 0.61 5423.3 -15402
## - `2a457d15d9` 1 0.63 5423.3 -15402
## - `20f1afc5c7` 1 0.64 5423.3 -15402
## - `8a21502326` 1 0.65 5423.3 -15402
## - `04e7268385` 1 0.69 5423.3 -15402
## <none> 5422.7 -15402
## - `96c30c7eef` 1 0.73 5423.4 -15402
## - `0e2ab0831c` 1 0.77 5423.4 -15401
## - `0b846350ef` 1 0.79 5423.4 -15401
## - `56371466d7` 1 0.90 5423.6 -15401
## - `12eda2d982` 1 1.00 5423.7 -15401
## - ffd1cdcfc1 1 1.01 5423.7 -15401
## - `25bbf0e7e7` 1 1.08 5423.7 -15401
## - `789b5244a9` 1 1.13 5423.8 -15400
## - ed7e658a27 1 1.14 5423.8 -15400
## - f66b98dd69 1 1.14 5423.8 -15400
## - `65aed7dc1f` 1 1.18 5423.8 -15400
## - `2719b72c0d` 1 1.20 5423.9 -15400
## + e0a0772df0 1 0.06 5422.6 -15400
## + ee2ac696ff 1 0.05 5422.6 -15400
## + fdf8628ca7 1 0.05 5422.6 -15400
## + fe8cdd80ba 1 0.04 5422.6 -15400
## + `779d13189e` 1 0.04 5422.6 -15400
## + ac826f0013 1 0.03 5422.6 -15400
## + b9a487ac3c 1 0.02 5422.6 -15400
## + `7cb7913148_4` 1 0.02 5422.6 -15400
## + `4468394575` 1 0.01 5422.6 -15400
## + `7cb7913148_1` 1 0.01 5422.6 -15400
## + `072b7e8f27` 1 0.01 5422.6 -15400
## + d035af6ffa 1 0.00 5422.7 -15400
## + `7cb7913148_2` 1 0.00 5422.7 -15400
## + `99d44111c9` 1 0.00 5422.7 -15400
## + c58f611921 1 0.00 5422.7 -15400
## - `7cb7913148_3` 1 1.49 5424.1 -15399
## - `136c1727c3` 1 1.52 5424.2 -15399
## - `98475257f7` 1 1.54 5424.2 -15399
## - `1fa099bb01` 1 1.68 5424.3 -15399
## - bdf934caa7 1 2.06 5424.7 -15398
## - ba54a2a637 1 2.09 5424.7 -15398
## - `63bcf89b1d` 1 2.23 5424.9 -15397
## - `2bc6ab42f7` 1 2.39 5425.0 -15397
## - `1f222e3669` 1 2.59 5425.3 -15396
## - `8de0382f02` 1 2.74 5425.4 -15396
## - b4112a94a6 1 2.74 5425.4 -15396
## - fe0318e273 1 2.76 5425.4 -15396
## - `3e200bf766` 1 3.45 5426.1 -15394
## - `384bec5dd1_1` 1 3.76 5426.4 -15393
## - `298ed82b22` 1 4.03 5426.7 -15392
## - ae08d2297e 1 4.03 5426.7 -15392
## - abca7a848f 1 5.38 5428.0 -15389
## - `49756d8e0f` 1 6.54 5429.2 -15385
## - `60ec1426ce` 1 6.97 5429.6 -15384
## - `016399044a` 1 12.16 5434.8 -15370
## - `1f3058af83` 1 12.52 5435.2 -15369
## - c0c3df65b1 1 15.21 5437.9 -15361
## - `087235d61e` 1 17.59 5440.2 -15354
## - f0a0febd35 1 18.05 5440.7 -15353
## - `7fe6cb4c98` 1 21.63 5444.3 -15343
## - f013b60e50 1 30.06 5452.7 -15320
## - a14fd026ce 1 33.76 5456.4 -15310
## - `5f360995ef` 1 36.13 5458.8 -15303
## - `87b982928b` 1 36.49 5459.1 -15302
## - ea0f4a32e3 1 48.27 5470.9 -15269
## - `174825d438` 1 65.34 5488.0 -15222
## - `8c2e088a3d` 1 74.16 5496.8 -15198
## - `8f5f7c556a` 1 81.98 5504.6 -15176
## - `2d7fe4693a` 1 88.92 5511.6 -15157
## - `7841b6a5b1` 1 119.10 5541.8 -15074
## - d2c775fa99 1 133.03 5555.7 -15036
## - beb6e17af1 1 174.32 5597.0 -14924
## - `5b862c0a8f` 1 199.69 5622.3 -14855
## - `9a575e82a4_1` 1 223.80 5646.5 -14790
## - e86a2190c1 1 224.42 5647.1 -14789
## - `6db53d265a` 1 243.80 5666.5 -14737
## - `06888ceac9_1` 1 245.84 5668.5 -14732
## - aee1e4fc85 1 291.13 5713.8 -14611
## - `253eb5ef11` 1 365.68 5788.3 -14414
##
## Step: AIC=-15403.36
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_5` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + a24802caa5 + `12eda2d982` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `0342faceb5` + ba54a2a637 +
## `7925993f42` + `7734c0c22f` + b709f75447 + `4fc17427c8` +
## `55cf3f7627` + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `2e874bc151` 1 0.08 5422.8 -15405
## - b709f75447 1 0.08 5422.8 -15405
## - `7743f273c2` 1 0.09 5422.8 -15405
## - d4d6566f9c 1 0.12 5422.9 -15405
## - `435dec85e2` 1 0.12 5422.9 -15405
## - e7ee22effb 1 0.15 5422.9 -15405
## - `7734c0c22f` 1 0.16 5422.9 -15405
## - `0342faceb5` 1 0.18 5422.9 -15405
## - a24802caa5 1 0.19 5422.9 -15405
## - `3df2300fa2` 1 0.20 5422.9 -15405
## - dcfcbc2ea1 1 0.21 5422.9 -15405
## - `4fc17427c8` 1 0.23 5423.0 -15405
## - `55cf3f7627` 1 0.25 5423.0 -15405
## - `7cb7913148_6` 1 0.27 5423.0 -15405
## - `7cb7913148_7` 1 0.29 5423.0 -15405
## - `7cb7913148_5` 1 0.33 5423.1 -15404
## - `3eb53ae932` 1 0.35 5423.1 -15404
## - c1b8ce2354 1 0.35 5423.1 -15404
## - `8311343404` 1 0.36 5423.1 -15404
## - `9b6e0b36c2` 1 0.39 5423.1 -15404
## - `7925993f42` 1 0.41 5423.1 -15404
## - `6516422788` 1 0.43 5423.2 -15404
## - `173b6590ae` 1 0.46 5423.2 -15404
## - `77b3b41efa` 1 0.49 5423.2 -15404
## - `96e6f0be58` 1 0.49 5423.2 -15404
## - `55907cc1de` 1 0.52 5423.3 -15404
## - fbf66c8021 1 0.53 5423.3 -15404
## - aa69c802b6 1 0.61 5423.3 -15404
## - `2a457d15d9` 1 0.62 5423.4 -15404
## - `20f1afc5c7` 1 0.63 5423.4 -15404
## - `8a21502326` 1 0.65 5423.4 -15404
## - `04e7268385` 1 0.69 5423.4 -15403
## <none> 5422.7 -15403
## - `96c30c7eef` 1 0.72 5423.5 -15403
## - `0e2ab0831c` 1 0.77 5423.5 -15403
## - `0b846350ef` 1 0.79 5423.5 -15403
## - `56371466d7` 1 0.90 5423.6 -15403
## - `12eda2d982` 1 1.00 5423.7 -15403
## - ffd1cdcfc1 1 1.02 5423.8 -15402
## - `25bbf0e7e7` 1 1.08 5423.8 -15402
## - `789b5244a9` 1 1.12 5423.9 -15402
## - ed7e658a27 1 1.13 5423.9 -15402
## - f66b98dd69 1 1.14 5423.9 -15402
## - `65aed7dc1f` 1 1.17 5423.9 -15402
## - `2719b72c0d` 1 1.19 5423.9 -15402
## + e5efa4d39a 1 0.08 5422.7 -15402
## + e0a0772df0 1 0.06 5422.7 -15402
## + ee2ac696ff 1 0.05 5422.7 -15402
## + fdf8628ca7 1 0.05 5422.7 -15402
## + fe8cdd80ba 1 0.04 5422.7 -15402
## + `779d13189e` 1 0.04 5422.7 -15402
## + ac826f0013 1 0.03 5422.7 -15401
## + b9a487ac3c 1 0.02 5422.7 -15401
## + `7cb7913148_4` 1 0.02 5422.7 -15401
## + `7cb7913148_1` 1 0.01 5422.7 -15401
## + `4468394575` 1 0.01 5422.7 -15401
## + `072b7e8f27` 1 0.01 5422.7 -15401
## + d035af6ffa 1 0.00 5422.7 -15401
## + `7cb7913148_2` 1 0.00 5422.7 -15401
## + `99d44111c9` 1 0.00 5422.7 -15401
## + c58f611921 1 0.00 5422.7 -15401
## - `7cb7913148_3` 1 1.49 5424.2 -15401
## - `136c1727c3` 1 1.52 5424.3 -15401
## - `98475257f7` 1 1.53 5424.3 -15401
## - `1fa099bb01` 1 1.68 5424.4 -15401
## - bdf934caa7 1 2.06 5424.8 -15400
## - ba54a2a637 1 2.09 5424.8 -15400
## - `63bcf89b1d` 1 2.23 5425.0 -15399
## - `2bc6ab42f7` 1 2.40 5425.1 -15399
## - `1f222e3669` 1 2.60 5425.3 -15398
## - `8de0382f02` 1 2.74 5425.5 -15398
## - b4112a94a6 1 2.74 5425.5 -15398
## - fe0318e273 1 2.76 5425.5 -15398
## - `3e200bf766` 1 3.45 5426.2 -15396
## - `384bec5dd1_1` 1 3.78 5426.5 -15395
## - `298ed82b22` 1 4.04 5426.8 -15394
## - ae08d2297e 1 4.04 5426.8 -15394
## - `29bbd86997` 1 4.14 5426.9 -15394
## - abca7a848f 1 5.37 5428.1 -15390
## - `49756d8e0f` 1 6.55 5429.3 -15387
## - `60ec1426ce` 1 6.95 5429.7 -15386
## - `016399044a` 1 12.17 5434.9 -15371
## - `1f3058af83` 1 12.52 5435.3 -15370
## - c0c3df65b1 1 15.21 5437.9 -15363
## - `087235d61e` 1 17.57 5440.3 -15356
## - f0a0febd35 1 18.03 5440.8 -15355
## - `7fe6cb4c98` 1 21.66 5444.4 -15345
## - f013b60e50 1 30.03 5452.8 -15322
## - a14fd026ce 1 33.78 5456.5 -15311
## - `5f360995ef` 1 36.15 5458.9 -15305
## - `87b982928b` 1 36.46 5459.2 -15304
## - ea0f4a32e3 1 48.23 5471.0 -15271
## - `174825d438` 1 65.34 5488.1 -15224
## - `8c2e088a3d` 1 74.21 5496.9 -15199
## - `8f5f7c556a` 1 81.96 5504.7 -15178
## - `2d7fe4693a` 1 89.01 5511.7 -15158
## - `7841b6a5b1` 1 119.08 5541.8 -15076
## - d2c775fa99 1 133.11 5555.8 -15038
## - beb6e17af1 1 174.29 5597.0 -14926
## - `5b862c0a8f` 1 199.66 5622.4 -14857
## - `9a575e82a4_1` 1 223.83 5646.6 -14792
## - e86a2190c1 1 224.35 5647.1 -14791
## - `6db53d265a` 1 243.81 5666.5 -14739
## - `06888ceac9_1` 1 245.97 5668.7 -14733
## - aee1e4fc85 1 291.08 5713.8 -14613
## - `253eb5ef11` 1 365.84 5788.6 -14416
##
## Step: AIC=-15405.14
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_5` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + dcfcbc2ea1 + `2a457d15d9` + fbf66c8021 + `77b3b41efa` +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## a24802caa5 + `12eda2d982` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + `0342faceb5` + ba54a2a637 + `7925993f42` +
## `7734c0c22f` + b709f75447 + `4fc17427c8` + `55cf3f7627` +
## `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - b709f75447 1 0.08 5422.9 -15407
## - `7743f273c2` 1 0.09 5422.9 -15407
## - e7ee22effb 1 0.15 5423.0 -15407
## - `7734c0c22f` 1 0.17 5423.0 -15407
## - `0342faceb5` 1 0.18 5423.0 -15407
## - a24802caa5 1 0.19 5423.0 -15407
## - `3df2300fa2` 1 0.20 5423.0 -15407
## - dcfcbc2ea1 1 0.20 5423.0 -15407
## - `4fc17427c8` 1 0.23 5423.0 -15406
## - `55cf3f7627` 1 0.25 5423.1 -15406
## - `7cb7913148_6` 1 0.27 5423.1 -15406
## - `7cb7913148_7` 1 0.29 5423.1 -15406
## - d4d6566f9c 1 0.30 5423.1 -15406
## - `435dec85e2` 1 0.30 5423.1 -15406
## - `7cb7913148_5` 1 0.33 5423.1 -15406
## - `3eb53ae932` 1 0.35 5423.2 -15406
## - c1b8ce2354 1 0.35 5423.2 -15406
## - `8311343404` 1 0.36 5423.2 -15406
## - `9b6e0b36c2` 1 0.40 5423.2 -15406
## - `7925993f42` 1 0.40 5423.2 -15406
## - `6516422788` 1 0.43 5423.2 -15406
## - `173b6590ae` 1 0.46 5423.3 -15406
## - `77b3b41efa` 1 0.48 5423.3 -15406
## - `96e6f0be58` 1 0.50 5423.3 -15406
## - `55907cc1de` 1 0.51 5423.3 -15406
## - fbf66c8021 1 0.53 5423.3 -15406
## - aa69c802b6 1 0.61 5423.4 -15405
## - `2a457d15d9` 1 0.63 5423.4 -15405
## - `20f1afc5c7` 1 0.64 5423.5 -15405
## - `8a21502326` 1 0.65 5423.5 -15405
## - `04e7268385` 1 0.69 5423.5 -15405
## <none> 5422.8 -15405
## - `96c30c7eef` 1 0.72 5423.5 -15405
## - `0e2ab0831c` 1 0.77 5423.6 -15405
## - `0b846350ef` 1 0.79 5423.6 -15405
## - `56371466d7` 1 0.89 5423.7 -15405
## - `12eda2d982` 1 1.00 5423.8 -15404
## - ffd1cdcfc1 1 1.02 5423.8 -15404
## - `25bbf0e7e7` 1 1.08 5423.9 -15404
## - `789b5244a9` 1 1.12 5423.9 -15404
## - ed7e658a27 1 1.13 5423.9 -15404
## - f66b98dd69 1 1.14 5424.0 -15404
## - `65aed7dc1f` 1 1.18 5424.0 -15404
## - `2719b72c0d` 1 1.19 5424.0 -15404
## + `2e874bc151` 1 0.08 5422.7 -15403
## + e5efa4d39a 1 0.08 5422.7 -15403
## + e0a0772df0 1 0.06 5422.8 -15403
## + ee2ac696ff 1 0.05 5422.8 -15403
## + fdf8628ca7 1 0.05 5422.8 -15403
## + fe8cdd80ba 1 0.04 5422.8 -15403
## + `779d13189e` 1 0.04 5422.8 -15403
## + ac826f0013 1 0.03 5422.8 -15403
## + b9a487ac3c 1 0.02 5422.8 -15403
## + `7cb7913148_4` 1 0.02 5422.8 -15403
## + `7cb7913148_1` 1 0.01 5422.8 -15403
## + `4468394575` 1 0.01 5422.8 -15403
## + `072b7e8f27` 1 0.01 5422.8 -15403
## + d035af6ffa 1 0.00 5422.8 -15403
## + `7cb7913148_2` 1 0.00 5422.8 -15403
## + `99d44111c9` 1 0.00 5422.8 -15403
## + c58f611921 1 0.00 5422.8 -15403
## - `7cb7913148_3` 1 1.49 5424.3 -15403
## - `136c1727c3` 1 1.52 5424.3 -15403
## - `98475257f7` 1 1.54 5424.4 -15403
## - `1fa099bb01` 1 1.68 5424.5 -15402
## - bdf934caa7 1 2.05 5424.9 -15401
## - ba54a2a637 1 2.09 5424.9 -15401
## - `63bcf89b1d` 1 2.24 5425.1 -15401
## - `2bc6ab42f7` 1 2.41 5425.2 -15400
## - `1f222e3669` 1 2.59 5425.4 -15400
## - `8de0382f02` 1 2.74 5425.6 -15400
## - b4112a94a6 1 2.74 5425.6 -15400
## - fe0318e273 1 2.76 5425.6 -15399
## - `3e200bf766` 1 3.45 5426.3 -15398
## - `384bec5dd1_1` 1 3.78 5426.6 -15397
## - `298ed82b22` 1 4.02 5426.8 -15396
## - ae08d2297e 1 4.05 5426.9 -15396
## - `29bbd86997` 1 4.15 5427.0 -15396
## - abca7a848f 1 5.37 5428.2 -15392
## - `49756d8e0f` 1 6.56 5429.4 -15389
## - `60ec1426ce` 1 6.93 5429.7 -15388
## - `016399044a` 1 12.17 5435.0 -15373
## - `1f3058af83` 1 12.50 5435.3 -15372
## - c0c3df65b1 1 15.21 5438.0 -15365
## - `087235d61e` 1 17.53 5440.3 -15358
## - f0a0febd35 1 18.06 5440.9 -15357
## - `7fe6cb4c98` 1 21.67 5444.5 -15347
## - f013b60e50 1 30.04 5452.9 -15323
## - a14fd026ce 1 33.77 5456.6 -15313
## - `5f360995ef` 1 36.14 5459.0 -15306
## - `87b982928b` 1 36.49 5459.3 -15306
## - ea0f4a32e3 1 48.20 5471.0 -15273
## - `174825d438` 1 65.36 5488.2 -15226
## - `8c2e088a3d` 1 74.27 5497.1 -15201
## - `8f5f7c556a` 1 81.91 5504.7 -15180
## - `2d7fe4693a` 1 88.98 5511.8 -15160
## - `7841b6a5b1` 1 119.12 5541.9 -15078
## - d2c775fa99 1 133.15 5556.0 -15039
## - beb6e17af1 1 174.28 5597.1 -14928
## - `5b862c0a8f` 1 199.79 5622.6 -14859
## - `9a575e82a4_1` 1 223.87 5646.7 -14794
## - e86a2190c1 1 224.46 5647.3 -14792
## - `6db53d265a` 1 243.76 5666.6 -14741
## - `06888ceac9_1` 1 246.05 5668.9 -14734
## - aee1e4fc85 1 291.28 5714.1 -14614
## - `253eb5ef11` 1 365.79 5788.6 -14418
##
## Step: AIC=-15406.91
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_5` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + dcfcbc2ea1 + `2a457d15d9` + fbf66c8021 + `77b3b41efa` +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## a24802caa5 + `12eda2d982` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + `0342faceb5` + ba54a2a637 + `7925993f42` +
## `7734c0c22f` + `4fc17427c8` + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7743f273c2` 1 0.09 5423.0 -15409
## - e7ee22effb 1 0.16 5423.1 -15408
## - `7734c0c22f` 1 0.17 5423.1 -15408
## - `0342faceb5` 1 0.18 5423.1 -15408
## - a24802caa5 1 0.19 5423.1 -15408
## - `3df2300fa2` 1 0.20 5423.1 -15408
## - dcfcbc2ea1 1 0.21 5423.1 -15408
## - `4fc17427c8` 1 0.23 5423.1 -15408
## - `55cf3f7627` 1 0.25 5423.2 -15408
## - `7cb7913148_6` 1 0.27 5423.2 -15408
## - `7cb7913148_7` 1 0.29 5423.2 -15408
## - d4d6566f9c 1 0.30 5423.2 -15408
## - `435dec85e2` 1 0.30 5423.2 -15408
## - `7cb7913148_5` 1 0.33 5423.2 -15408
## - `3eb53ae932` 1 0.35 5423.2 -15408
## - c1b8ce2354 1 0.35 5423.2 -15408
## - `8311343404` 1 0.36 5423.3 -15408
## - `9b6e0b36c2` 1 0.40 5423.3 -15408
## - `7925993f42` 1 0.40 5423.3 -15408
## - `6516422788` 1 0.44 5423.3 -15408
## - `173b6590ae` 1 0.45 5423.4 -15408
## - `77b3b41efa` 1 0.48 5423.4 -15408
## - `96e6f0be58` 1 0.50 5423.4 -15408
## - `55907cc1de` 1 0.51 5423.4 -15408
## - fbf66c8021 1 0.54 5423.4 -15407
## - aa69c802b6 1 0.61 5423.5 -15407
## - `2a457d15d9` 1 0.63 5423.5 -15407
## - `20f1afc5c7` 1 0.64 5423.5 -15407
## - `8a21502326` 1 0.65 5423.5 -15407
## - `04e7268385` 1 0.69 5423.6 -15407
## <none> 5422.9 -15407
## - `96c30c7eef` 1 0.73 5423.6 -15407
## - `0e2ab0831c` 1 0.77 5423.7 -15407
## - `0b846350ef` 1 0.79 5423.7 -15407
## - `56371466d7` 1 0.89 5423.8 -15406
## - `12eda2d982` 1 1.01 5423.9 -15406
## - ffd1cdcfc1 1 1.02 5423.9 -15406
## - `25bbf0e7e7` 1 1.08 5424.0 -15406
## - `789b5244a9` 1 1.12 5424.0 -15406
## - ed7e658a27 1 1.13 5424.0 -15406
## - f66b98dd69 1 1.14 5424.0 -15406
## - `65aed7dc1f` 1 1.18 5424.1 -15406
## - `2719b72c0d` 1 1.19 5424.1 -15406
## + b709f75447 1 0.08 5422.8 -15405
## + e5efa4d39a 1 0.08 5422.8 -15405
## + `2e874bc151` 1 0.08 5422.8 -15405
## + e0a0772df0 1 0.06 5422.8 -15405
## + ee2ac696ff 1 0.05 5422.8 -15405
## + fdf8628ca7 1 0.05 5422.8 -15405
## + fe8cdd80ba 1 0.04 5422.9 -15405
## + `779d13189e` 1 0.04 5422.9 -15405
## + ac826f0013 1 0.03 5422.9 -15405
## + b9a487ac3c 1 0.02 5422.9 -15405
## + `7cb7913148_4` 1 0.02 5422.9 -15405
## + `7cb7913148_1` 1 0.02 5422.9 -15405
## + `4468394575` 1 0.01 5422.9 -15405
## + `072b7e8f27` 1 0.01 5422.9 -15405
## + d035af6ffa 1 0.00 5422.9 -15405
## + `7cb7913148_2` 1 0.00 5422.9 -15405
## + `99d44111c9` 1 0.00 5422.9 -15405
## + c58f611921 1 0.00 5422.9 -15405
## - `7cb7913148_3` 1 1.49 5424.4 -15405
## - `136c1727c3` 1 1.52 5424.4 -15405
## - `98475257f7` 1 1.55 5424.4 -15405
## - `1fa099bb01` 1 1.67 5424.6 -15404
## - bdf934caa7 1 2.06 5425.0 -15403
## - ba54a2a637 1 2.09 5425.0 -15403
## - `63bcf89b1d` 1 2.23 5425.1 -15403
## - `2bc6ab42f7` 1 2.41 5425.3 -15402
## - `1f222e3669` 1 2.59 5425.5 -15402
## - `8de0382f02` 1 2.74 5425.6 -15401
## - b4112a94a6 1 2.74 5425.6 -15401
## - fe0318e273 1 2.76 5425.7 -15401
## - `3e200bf766` 1 3.45 5426.3 -15399
## - `384bec5dd1_1` 1 3.79 5426.7 -15398
## - `298ed82b22` 1 4.02 5426.9 -15398
## - ae08d2297e 1 4.05 5426.9 -15398
## - `29bbd86997` 1 4.14 5427.0 -15397
## - abca7a848f 1 5.37 5428.3 -15394
## - `49756d8e0f` 1 6.58 5429.5 -15390
## - `60ec1426ce` 1 6.92 5429.8 -15390
## - `016399044a` 1 12.19 5435.1 -15375
## - `1f3058af83` 1 12.51 5435.4 -15374
## - c0c3df65b1 1 15.19 5438.1 -15366
## - `087235d61e` 1 17.52 5440.4 -15360
## - f0a0febd35 1 18.05 5440.9 -15358
## - `7fe6cb4c98` 1 21.69 5444.6 -15348
## - f013b60e50 1 30.06 5453.0 -15325
## - a14fd026ce 1 33.74 5456.6 -15315
## - `5f360995ef` 1 36.15 5459.0 -15308
## - `87b982928b` 1 36.51 5459.4 -15307
## - ea0f4a32e3 1 48.16 5471.1 -15275
## - `174825d438` 1 65.31 5488.2 -15227
## - `8c2e088a3d` 1 74.29 5497.2 -15203
## - `8f5f7c556a` 1 81.92 5504.8 -15182
## - `2d7fe4693a` 1 89.02 5511.9 -15162
## - `7841b6a5b1` 1 119.12 5542.0 -15080
## - d2c775fa99 1 133.15 5556.1 -15041
## - beb6e17af1 1 174.32 5597.2 -14929
## - `5b862c0a8f` 1 199.83 5622.7 -14860
## - `9a575e82a4_1` 1 223.86 5646.8 -14796
## - e86a2190c1 1 224.40 5647.3 -14794
## - `6db53d265a` 1 243.83 5666.7 -14742
## - `06888ceac9_1` 1 246.06 5669.0 -14736
## - aee1e4fc85 1 291.32 5714.2 -14616
## - `253eb5ef11` 1 365.88 5788.8 -14419
##
## Step: AIC=-15408.66
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_5` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + dcfcbc2ea1 + `2a457d15d9` + fbf66c8021 + `77b3b41efa` +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## a24802caa5 + `12eda2d982` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + `0342faceb5` + ba54a2a637 + `7925993f42` +
## `7734c0c22f` + `4fc17427c8` + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - e7ee22effb 1 0.16 5423.1 -15410
## - `7734c0c22f` 1 0.17 5423.2 -15410
## - `0342faceb5` 1 0.18 5423.2 -15410
## - a24802caa5 1 0.19 5423.2 -15410
## - `3df2300fa2` 1 0.20 5423.2 -15410
## - dcfcbc2ea1 1 0.21 5423.2 -15410
## - `4fc17427c8` 1 0.23 5423.2 -15410
## - `55cf3f7627` 1 0.25 5423.2 -15410
## - `7cb7913148_6` 1 0.27 5423.3 -15410
## - `7cb7913148_7` 1 0.29 5423.3 -15410
## - d4d6566f9c 1 0.30 5423.3 -15410
## - `435dec85e2` 1 0.30 5423.3 -15410
## - `7cb7913148_5` 1 0.33 5423.3 -15410
## - `3eb53ae932` 1 0.35 5423.3 -15410
## - c1b8ce2354 1 0.35 5423.3 -15410
## - `8311343404` 1 0.36 5423.3 -15410
## - `9b6e0b36c2` 1 0.39 5423.4 -15410
## - `7925993f42` 1 0.40 5423.4 -15410
## - `6516422788` 1 0.44 5423.4 -15409
## - `173b6590ae` 1 0.46 5423.4 -15409
## - `77b3b41efa` 1 0.48 5423.5 -15409
## - `96e6f0be58` 1 0.50 5423.5 -15409
## - `55907cc1de` 1 0.52 5423.5 -15409
## - fbf66c8021 1 0.54 5423.5 -15409
## - aa69c802b6 1 0.61 5423.6 -15409
## - `2a457d15d9` 1 0.63 5423.6 -15409
## - `20f1afc5c7` 1 0.64 5423.6 -15409
## - `8a21502326` 1 0.65 5423.6 -15409
## - `04e7268385` 1 0.70 5423.7 -15409
## <none> 5423.0 -15409
## - `96c30c7eef` 1 0.74 5423.7 -15409
## - `0e2ab0831c` 1 0.76 5423.7 -15408
## - `0b846350ef` 1 0.79 5423.8 -15408
## - `56371466d7` 1 0.89 5423.9 -15408
## - `12eda2d982` 1 1.00 5424.0 -15408
## - ffd1cdcfc1 1 1.02 5424.0 -15408
## - `25bbf0e7e7` 1 1.09 5424.1 -15408
## - `789b5244a9` 1 1.13 5424.1 -15408
## - ed7e658a27 1 1.14 5424.1 -15408
## - f66b98dd69 1 1.15 5424.1 -15407
## - `65aed7dc1f` 1 1.18 5424.2 -15407
## - `2719b72c0d` 1 1.20 5424.2 -15407
## + `7743f273c2` 1 0.09 5422.9 -15407
## + b709f75447 1 0.08 5422.9 -15407
## + e5efa4d39a 1 0.08 5422.9 -15407
## + `2e874bc151` 1 0.08 5422.9 -15407
## + e0a0772df0 1 0.06 5422.9 -15407
## + ee2ac696ff 1 0.05 5422.9 -15407
## + fdf8628ca7 1 0.05 5422.9 -15407
## + fe8cdd80ba 1 0.04 5422.9 -15407
## + `779d13189e` 1 0.04 5422.9 -15407
## + ac826f0013 1 0.03 5423.0 -15407
## + b9a487ac3c 1 0.02 5423.0 -15407
## + `7cb7913148_4` 1 0.02 5423.0 -15407
## + `7cb7913148_1` 1 0.01 5423.0 -15407
## + `4468394575` 1 0.01 5423.0 -15407
## + `072b7e8f27` 1 0.01 5423.0 -15407
## + d035af6ffa 1 0.00 5423.0 -15407
## + `7cb7913148_2` 1 0.00 5423.0 -15407
## + `99d44111c9` 1 0.00 5423.0 -15407
## + c58f611921 1 0.00 5423.0 -15407
## - `7cb7913148_3` 1 1.50 5424.5 -15406
## - `136c1727c3` 1 1.52 5424.5 -15406
## - `98475257f7` 1 1.55 5424.5 -15406
## - `1fa099bb01` 1 1.67 5424.7 -15406
## - bdf934caa7 1 2.05 5425.0 -15405
## - ba54a2a637 1 2.09 5425.1 -15405
## - `63bcf89b1d` 1 2.23 5425.2 -15404
## - `2bc6ab42f7` 1 2.40 5425.4 -15404
## - `1f222e3669` 1 2.59 5425.6 -15403
## - `8de0382f02` 1 2.74 5425.7 -15403
## - b4112a94a6 1 2.74 5425.7 -15403
## - fe0318e273 1 2.76 5425.7 -15403
## - `3e200bf766` 1 3.45 5426.4 -15401
## - `384bec5dd1_1` 1 3.82 5426.8 -15400
## - `298ed82b22` 1 4.02 5427.0 -15399
## - ae08d2297e 1 4.04 5427.0 -15399
## - `29bbd86997` 1 4.15 5427.1 -15399
## - abca7a848f 1 5.36 5428.3 -15396
## - `49756d8e0f` 1 6.58 5429.6 -15392
## - `60ec1426ce` 1 6.93 5429.9 -15391
## - `016399044a` 1 12.18 5435.2 -15377
## - `1f3058af83` 1 12.50 5435.5 -15376
## - c0c3df65b1 1 15.19 5438.2 -15368
## - `087235d61e` 1 17.54 5440.5 -15362
## - f0a0febd35 1 18.04 5441.0 -15360
## - `7fe6cb4c98` 1 21.69 5444.7 -15350
## - f013b60e50 1 30.02 5453.0 -15327
## - a14fd026ce 1 33.73 5456.7 -15317
## - `5f360995ef` 1 36.21 5459.2 -15310
## - `87b982928b` 1 36.57 5459.6 -15309
## - ea0f4a32e3 1 48.23 5471.2 -15276
## - `174825d438` 1 65.38 5488.4 -15229
## - `8c2e088a3d` 1 74.35 5497.3 -15204
## - `8f5f7c556a` 1 81.91 5504.9 -15183
## - `2d7fe4693a` 1 89.00 5512.0 -15164
## - `7841b6a5b1` 1 119.06 5542.0 -15082
## - d2c775fa99 1 133.08 5556.1 -15043
## - beb6e17af1 1 174.33 5597.3 -14931
## - `5b862c0a8f` 1 199.83 5622.8 -14862
## - `9a575e82a4_1` 1 223.83 5646.8 -14798
## - e86a2190c1 1 224.30 5647.3 -14796
## - `6db53d265a` 1 243.75 5666.7 -14744
## - `06888ceac9_1` 1 245.99 5669.0 -14738
## - aee1e4fc85 1 291.32 5714.3 -14617
## - `253eb5ef11` 1 365.79 5788.8 -14421
##
## Step: AIC=-15410.22
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_5` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## dcfcbc2ea1 + `2a457d15d9` + fbf66c8021 + `77b3b41efa` + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + a24802caa5 +
## `12eda2d982` + `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` +
## `0342faceb5` + ba54a2a637 + `7925993f42` + `7734c0c22f` +
## `4fc17427c8` + `55cf3f7627` + `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `7734c0c22f` 1 0.17 5423.3 -15412
## - `0342faceb5` 1 0.18 5423.3 -15412
## - a24802caa5 1 0.19 5423.3 -15412
## - `3df2300fa2` 1 0.20 5423.3 -15412
## - dcfcbc2ea1 1 0.21 5423.4 -15412
## - `4fc17427c8` 1 0.23 5423.4 -15412
## - `55cf3f7627` 1 0.25 5423.4 -15412
## - `7cb7913148_6` 1 0.26 5423.4 -15412
## - `7cb7913148_7` 1 0.29 5423.4 -15411
## - d4d6566f9c 1 0.30 5423.4 -15411
## - `435dec85e2` 1 0.30 5423.4 -15411
## - `7cb7913148_5` 1 0.33 5423.5 -15411
## - `3eb53ae932` 1 0.35 5423.5 -15411
## - c1b8ce2354 1 0.35 5423.5 -15411
## - `8311343404` 1 0.36 5423.5 -15411
## - `9b6e0b36c2` 1 0.39 5423.5 -15411
## - `7925993f42` 1 0.40 5423.5 -15411
## - `6516422788` 1 0.44 5423.6 -15411
## - `173b6590ae` 1 0.46 5423.6 -15411
## - `77b3b41efa` 1 0.48 5423.6 -15411
## - `96e6f0be58` 1 0.49 5423.6 -15411
## - `55907cc1de` 1 0.51 5423.7 -15411
## - fbf66c8021 1 0.54 5423.7 -15411
## - aa69c802b6 1 0.61 5423.8 -15410
## - `2a457d15d9` 1 0.63 5423.8 -15410
## - `20f1afc5c7` 1 0.64 5423.8 -15410
## - `8a21502326` 1 0.65 5423.8 -15410
## - `04e7268385` 1 0.69 5423.8 -15410
## <none> 5423.1 -15410
## - `96c30c7eef` 1 0.74 5423.9 -15410
## - `0e2ab0831c` 1 0.76 5423.9 -15410
## - `0b846350ef` 1 0.79 5423.9 -15410
## - `56371466d7` 1 0.89 5424.0 -15410
## - `12eda2d982` 1 1.00 5424.1 -15409
## - ffd1cdcfc1 1 1.02 5424.2 -15409
## - `25bbf0e7e7` 1 1.09 5424.2 -15409
## - `789b5244a9` 1 1.13 5424.3 -15409
## - ed7e658a27 1 1.14 5424.3 -15409
## - f66b98dd69 1 1.15 5424.3 -15409
## - `65aed7dc1f` 1 1.20 5424.3 -15409
## - `2719b72c0d` 1 1.20 5424.3 -15409
## + e7ee22effb 1 0.16 5423.0 -15409
## + `7743f273c2` 1 0.09 5423.1 -15408
## + b709f75447 1 0.08 5423.1 -15408
## + e5efa4d39a 1 0.08 5423.1 -15408
## + `2e874bc151` 1 0.08 5423.1 -15408
## + e0a0772df0 1 0.06 5423.1 -15408
## + ee2ac696ff 1 0.05 5423.1 -15408
## + fdf8628ca7 1 0.04 5423.1 -15408
## + fe8cdd80ba 1 0.04 5423.1 -15408
## + `779d13189e` 1 0.04 5423.1 -15408
## + ac826f0013 1 0.03 5423.1 -15408
## + b9a487ac3c 1 0.02 5423.1 -15408
## + `7cb7913148_4` 1 0.02 5423.1 -15408
## + `4468394575` 1 0.02 5423.1 -15408
## + `7cb7913148_1` 1 0.01 5423.1 -15408
## + `072b7e8f27` 1 0.01 5423.1 -15408
## + d035af6ffa 1 0.00 5423.1 -15408
## + `7cb7913148_2` 1 0.00 5423.1 -15408
## + `99d44111c9` 1 0.00 5423.1 -15408
## + c58f611921 1 0.00 5423.1 -15408
## - `7cb7913148_3` 1 1.51 5424.6 -15408
## - `136c1727c3` 1 1.52 5424.7 -15408
## - `98475257f7` 1 1.55 5424.7 -15408
## - `1fa099bb01` 1 1.67 5424.8 -15408
## - bdf934caa7 1 2.04 5425.2 -15406
## - ba54a2a637 1 2.09 5425.2 -15406
## - `63bcf89b1d` 1 2.24 5425.4 -15406
## - `2bc6ab42f7` 1 2.39 5425.5 -15406
## - `1f222e3669` 1 2.60 5425.7 -15405
## - `8de0382f02` 1 2.73 5425.9 -15405
## - b4112a94a6 1 2.73 5425.9 -15405
## - fe0318e273 1 2.76 5425.9 -15404
## - `3e200bf766` 1 3.44 5426.6 -15403
## - `384bec5dd1_1` 1 3.82 5427.0 -15402
## - `298ed82b22` 1 4.02 5427.2 -15401
## - ae08d2297e 1 4.06 5427.2 -15401
## - `29bbd86997` 1 4.13 5427.3 -15401
## - abca7a848f 1 5.35 5428.5 -15397
## - `49756d8e0f` 1 6.58 5429.7 -15394
## - `60ec1426ce` 1 6.93 5430.1 -15393
## - `016399044a` 1 12.21 5435.4 -15378
## - `1f3058af83` 1 12.51 5435.7 -15377
## - c0c3df65b1 1 15.15 5438.3 -15370
## - `087235d61e` 1 17.54 5440.7 -15363
## - f0a0febd35 1 18.07 5441.2 -15362
## - `7fe6cb4c98` 1 21.64 5444.8 -15352
## - f013b60e50 1 30.06 5453.2 -15328
## - a14fd026ce 1 33.76 5456.9 -15318
## - `5f360995ef` 1 36.20 5459.3 -15311
## - `87b982928b` 1 36.59 5459.7 -15310
## - ea0f4a32e3 1 48.24 5471.4 -15278
## - `174825d438` 1 65.48 5488.6 -15230
## - `8c2e088a3d` 1 74.32 5497.5 -15206
## - `8f5f7c556a` 1 81.86 5505.0 -15185
## - `2d7fe4693a` 1 89.00 5512.1 -15166
## - `7841b6a5b1` 1 119.01 5542.2 -15083
## - d2c775fa99 1 133.19 5556.3 -15044
## - beb6e17af1 1 174.28 5597.4 -14933
## - `5b862c0a8f` 1 199.79 5622.9 -14864
## - `9a575e82a4_1` 1 223.84 5647.0 -14799
## - e86a2190c1 1 224.27 5647.4 -14798
## - `6db53d265a` 1 243.79 5666.9 -14746
## - `06888ceac9_1` 1 245.86 5669.0 -14740
## - aee1e4fc85 1 291.35 5714.5 -14619
## - `253eb5ef11` 1 365.65 5788.8 -14423
##
## Step: AIC=-15411.75
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_5` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## dcfcbc2ea1 + `2a457d15d9` + fbf66c8021 + `77b3b41efa` + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + a24802caa5 +
## `12eda2d982` + `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` +
## `0342faceb5` + ba54a2a637 + `7925993f42` + `4fc17427c8` +
## `55cf3f7627` + `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `0342faceb5` 1 0.19 5423.5 -15413
## - a24802caa5 1 0.19 5423.5 -15413
## - `3df2300fa2` 1 0.20 5423.5 -15413
## - dcfcbc2ea1 1 0.20 5423.5 -15413
## - `4fc17427c8` 1 0.23 5423.5 -15413
## - `55cf3f7627` 1 0.26 5423.6 -15413
## - `7cb7913148_6` 1 0.26 5423.6 -15413
## - `7cb7913148_7` 1 0.29 5423.6 -15413
## - d4d6566f9c 1 0.30 5423.6 -15413
## - `435dec85e2` 1 0.30 5423.6 -15413
## - `7cb7913148_5` 1 0.33 5423.6 -15413
## - `3eb53ae932` 1 0.35 5423.7 -15413
## - c1b8ce2354 1 0.35 5423.7 -15413
## - `8311343404` 1 0.36 5423.7 -15413
## - `9b6e0b36c2` 1 0.40 5423.7 -15413
## - `6516422788` 1 0.44 5423.7 -15412
## - `173b6590ae` 1 0.46 5423.8 -15412
## - `77b3b41efa` 1 0.48 5423.8 -15412
## - `96e6f0be58` 1 0.49 5423.8 -15412
## - `55907cc1de` 1 0.52 5423.8 -15412
## - fbf66c8021 1 0.53 5423.8 -15412
## - aa69c802b6 1 0.62 5423.9 -15412
## - `2a457d15d9` 1 0.63 5423.9 -15412
## - `20f1afc5c7` 1 0.64 5424.0 -15412
## - `8a21502326` 1 0.65 5424.0 -15412
## - `04e7268385` 1 0.68 5424.0 -15412
## <none> 5423.3 -15412
## - `96c30c7eef` 1 0.74 5424.0 -15412
## - `0e2ab0831c` 1 0.77 5424.1 -15412
## - `0b846350ef` 1 0.80 5424.1 -15412
## - `56371466d7` 1 0.90 5424.2 -15411
## - `12eda2d982` 1 1.01 5424.3 -15411
## - ffd1cdcfc1 1 1.01 5424.3 -15411
## - `25bbf0e7e7` 1 1.10 5424.4 -15411
## - `789b5244a9` 1 1.12 5424.4 -15411
## - ed7e658a27 1 1.14 5424.4 -15411
## - f66b98dd69 1 1.14 5424.4 -15411
## - `2719b72c0d` 1 1.19 5424.5 -15410
## - `65aed7dc1f` 1 1.20 5424.5 -15410
## + `7734c0c22f` 1 0.17 5423.1 -15410
## + e7ee22effb 1 0.15 5423.2 -15410
## + `7743f273c2` 1 0.10 5423.2 -15410
## + `2e874bc151` 1 0.08 5423.2 -15410
## + b709f75447 1 0.08 5423.2 -15410
## + e5efa4d39a 1 0.08 5423.2 -15410
## + e0a0772df0 1 0.06 5423.2 -15410
## + ee2ac696ff 1 0.05 5423.3 -15410
## + fdf8628ca7 1 0.04 5423.3 -15410
## + fe8cdd80ba 1 0.04 5423.3 -15410
## + `779d13189e` 1 0.04 5423.3 -15410
## + ac826f0013 1 0.03 5423.3 -15410
## + b9a487ac3c 1 0.02 5423.3 -15410
## + `7cb7913148_4` 1 0.02 5423.3 -15410
## + `4468394575` 1 0.01 5423.3 -15410
## + `7cb7913148_1` 1 0.01 5423.3 -15410
## + `072b7e8f27` 1 0.01 5423.3 -15410
## + d035af6ffa 1 0.00 5423.3 -15410
## + `7cb7913148_2` 1 0.00 5423.3 -15410
## + `99d44111c9` 1 0.00 5423.3 -15410
## + c58f611921 1 0.00 5423.3 -15410
## - `7cb7913148_3` 1 1.50 5424.8 -15410
## - `136c1727c3` 1 1.53 5424.8 -15410
## - `98475257f7` 1 1.56 5424.9 -15409
## - `1fa099bb01` 1 1.66 5425.0 -15409
## - `7925993f42` 1 1.71 5425.0 -15409
## - bdf934caa7 1 2.03 5425.3 -15408
## - ba54a2a637 1 2.11 5425.4 -15408
## - `63bcf89b1d` 1 2.23 5425.5 -15408
## - `2bc6ab42f7` 1 2.37 5425.7 -15407
## - `1f222e3669` 1 2.61 5425.9 -15406
## - `8de0382f02` 1 2.74 5426.0 -15406
## - b4112a94a6 1 2.74 5426.0 -15406
## - fe0318e273 1 2.75 5426.1 -15406
## - `3e200bf766` 1 3.46 5426.8 -15404
## - `384bec5dd1_1` 1 3.82 5427.1 -15403
## - `298ed82b22` 1 4.00 5427.3 -15403
## - ae08d2297e 1 4.07 5427.4 -15402
## - `29bbd86997` 1 4.15 5427.5 -15402
## - abca7a848f 1 5.32 5428.6 -15399
## - `49756d8e0f` 1 6.57 5429.9 -15395
## - `60ec1426ce` 1 6.92 5430.2 -15394
## - `016399044a` 1 12.21 5435.5 -15380
## - `1f3058af83` 1 12.53 5435.8 -15379
## - c0c3df65b1 1 15.13 5438.4 -15372
## - `087235d61e` 1 17.51 5440.8 -15365
## - f0a0febd35 1 18.06 5441.4 -15363
## - `7fe6cb4c98` 1 21.62 5444.9 -15353
## - f013b60e50 1 30.11 5453.4 -15330
## - a14fd026ce 1 33.75 5457.1 -15320
## - `5f360995ef` 1 36.15 5459.5 -15313
## - `87b982928b` 1 36.68 5460.0 -15312
## - ea0f4a32e3 1 48.23 5471.5 -15280
## - `174825d438` 1 65.50 5488.8 -15232
## - `8c2e088a3d` 1 74.38 5497.7 -15207
## - `8f5f7c556a` 1 81.83 5505.1 -15187
## - `2d7fe4693a` 1 89.00 5512.3 -15167
## - `7841b6a5b1` 1 119.04 5542.3 -15085
## - d2c775fa99 1 133.20 5556.5 -15046
## - beb6e17af1 1 174.39 5597.7 -14934
## - `5b862c0a8f` 1 199.75 5623.1 -14865
## - `9a575e82a4_1` 1 223.92 5647.2 -14800
## - e86a2190c1 1 224.32 5647.6 -14799
## - `6db53d265a` 1 243.72 5667.0 -14747
## - `06888ceac9_1` 1 245.88 5669.2 -14742
## - aee1e4fc85 1 291.36 5714.7 -14620
## - `253eb5ef11` 1 366.00 5789.3 -14424
##
## Step: AIC=-15413.23
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_5` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## dcfcbc2ea1 + `2a457d15d9` + fbf66c8021 + `77b3b41efa` + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + a24802caa5 +
## `12eda2d982` + `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` +
## ba54a2a637 + `7925993f42` + `4fc17427c8` + `55cf3f7627` +
## `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - a24802caa5 1 0.19 5423.7 -15415
## - `3df2300fa2` 1 0.19 5423.7 -15415
## - dcfcbc2ea1 1 0.20 5423.7 -15415
## - `4fc17427c8` 1 0.23 5423.7 -15415
## - `55cf3f7627` 1 0.25 5423.7 -15414
## - `7cb7913148_6` 1 0.26 5423.8 -15414
## - `7cb7913148_7` 1 0.30 5423.8 -15414
## - d4d6566f9c 1 0.30 5423.8 -15414
## - `435dec85e2` 1 0.30 5423.8 -15414
## - `7cb7913148_5` 1 0.33 5423.8 -15414
## - `3eb53ae932` 1 0.35 5423.9 -15414
## - c1b8ce2354 1 0.35 5423.9 -15414
## - `8311343404` 1 0.36 5423.9 -15414
## - `9b6e0b36c2` 1 0.39 5423.9 -15414
## - `6516422788` 1 0.44 5423.9 -15414
## - `173b6590ae` 1 0.46 5424.0 -15414
## - `77b3b41efa` 1 0.48 5424.0 -15414
## - `96e6f0be58` 1 0.49 5424.0 -15414
## - `55907cc1de` 1 0.52 5424.0 -15414
## - fbf66c8021 1 0.53 5424.0 -15414
## - `2a457d15d9` 1 0.62 5424.1 -15414
## - aa69c802b6 1 0.63 5424.1 -15414
## - `8a21502326` 1 0.64 5424.1 -15413
## - `20f1afc5c7` 1 0.64 5424.1 -15413
## - `04e7268385` 1 0.68 5424.2 -15413
## <none> 5423.5 -15413
## - `96c30c7eef` 1 0.75 5424.2 -15413
## - `0e2ab0831c` 1 0.77 5424.3 -15413
## - `0b846350ef` 1 0.79 5424.3 -15413
## - `56371466d7` 1 0.90 5424.4 -15413
## - `12eda2d982` 1 1.01 5424.5 -15412
## - ffd1cdcfc1 1 1.01 5424.5 -15412
## - `25bbf0e7e7` 1 1.10 5424.6 -15412
## - `789b5244a9` 1 1.11 5424.6 -15412
## - ed7e658a27 1 1.13 5424.6 -15412
## - f66b98dd69 1 1.14 5424.6 -15412
## - `65aed7dc1f` 1 1.19 5424.7 -15412
## - `2719b72c0d` 1 1.19 5424.7 -15412
## + `0342faceb5` 1 0.19 5423.3 -15412
## + `7734c0c22f` 1 0.17 5423.3 -15412
## + e7ee22effb 1 0.15 5423.3 -15412
## + `7743f273c2` 1 0.09 5423.4 -15412
## + b709f75447 1 0.09 5423.4 -15412
## + `2e874bc151` 1 0.08 5423.4 -15412
## + e5efa4d39a 1 0.08 5423.4 -15412
## + e0a0772df0 1 0.06 5423.4 -15411
## + ee2ac696ff 1 0.05 5423.4 -15411
## + fe8cdd80ba 1 0.04 5423.5 -15411
## + fdf8628ca7 1 0.04 5423.5 -15411
## + `779d13189e` 1 0.04 5423.5 -15411
## + ac826f0013 1 0.03 5423.5 -15411
## + b9a487ac3c 1 0.03 5423.5 -15411
## + `7cb7913148_4` 1 0.02 5423.5 -15411
## + `4468394575` 1 0.01 5423.5 -15411
## + `7cb7913148_1` 1 0.01 5423.5 -15411
## + `072b7e8f27` 1 0.01 5423.5 -15411
## + `7cb7913148_2` 1 0.00 5423.5 -15411
## + d035af6ffa 1 0.00 5423.5 -15411
## + `99d44111c9` 1 0.00 5423.5 -15411
## + c58f611921 1 0.00 5423.5 -15411
## - `7cb7913148_3` 1 1.48 5425.0 -15411
## - `136c1727c3` 1 1.54 5425.0 -15411
## - `98475257f7` 1 1.55 5425.1 -15411
## - `1fa099bb01` 1 1.66 5425.2 -15411
## - `7925993f42` 1 1.71 5425.2 -15410
## - bdf934caa7 1 2.03 5425.5 -15410
## - ba54a2a637 1 2.11 5425.6 -15409
## - `63bcf89b1d` 1 2.22 5425.7 -15409
## - `2bc6ab42f7` 1 2.36 5425.9 -15409
## - `1f222e3669` 1 2.61 5426.1 -15408
## - `8de0382f02` 1 2.73 5426.2 -15408
## - b4112a94a6 1 2.73 5426.2 -15408
## - fe0318e273 1 2.78 5426.3 -15408
## - `3e200bf766` 1 3.45 5426.9 -15406
## - `384bec5dd1_1` 1 3.82 5427.3 -15405
## - `298ed82b22` 1 3.98 5427.5 -15404
## - ae08d2297e 1 4.08 5427.6 -15404
## - `29bbd86997` 1 4.16 5427.7 -15404
## - abca7a848f 1 5.29 5428.8 -15400
## - `49756d8e0f` 1 6.55 5430.0 -15397
## - `60ec1426ce` 1 6.91 5430.4 -15396
## - `016399044a` 1 12.20 5435.7 -15381
## - `1f3058af83` 1 12.49 5436.0 -15380
## - c0c3df65b1 1 15.15 5438.6 -15373
## - `087235d61e` 1 17.55 5441.0 -15366
## - f0a0febd35 1 18.03 5441.5 -15365
## - `7fe6cb4c98` 1 21.67 5445.2 -15355
## - f013b60e50 1 30.07 5453.6 -15331
## - a14fd026ce 1 33.70 5457.2 -15321
## - `5f360995ef` 1 36.14 5459.6 -15315
## - `87b982928b` 1 36.69 5460.2 -15313
## - ea0f4a32e3 1 48.18 5471.7 -15281
## - `174825d438` 1 65.44 5488.9 -15233
## - `8c2e088a3d` 1 74.53 5498.0 -15208
## - `8f5f7c556a` 1 81.81 5505.3 -15188
## - `2d7fe4693a` 1 88.95 5512.4 -15169
## - `7841b6a5b1` 1 119.20 5542.7 -15086
## - d2c775fa99 1 133.17 5556.7 -15048
## - beb6e17af1 1 174.60 5598.1 -14935
## - `5b862c0a8f` 1 199.82 5623.3 -14867
## - `9a575e82a4_1` 1 223.83 5647.3 -14802
## - e86a2190c1 1 224.44 5647.9 -14800
## - `6db53d265a` 1 243.94 5667.4 -14748
## - `06888ceac9_1` 1 245.93 5669.4 -14743
## - aee1e4fc85 1 291.26 5714.8 -14622
## - `253eb5ef11` 1 366.23 5789.7 -14425
##
## Step: AIC=-15414.71
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_5` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## dcfcbc2ea1 + `2a457d15d9` + fbf66c8021 + `77b3b41efa` + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + `12eda2d982` +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + ba54a2a637 +
## `7925993f42` + `4fc17427c8` + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `3df2300fa2` 1 0.19 5423.9 -15416
## - dcfcbc2ea1 1 0.20 5423.9 -15416
## - `4fc17427c8` 1 0.23 5423.9 -15416
## - `55cf3f7627` 1 0.25 5423.9 -15416
## - `7cb7913148_6` 1 0.26 5423.9 -15416
## - `7cb7913148_7` 1 0.29 5424.0 -15416
## - d4d6566f9c 1 0.30 5424.0 -15416
## - `435dec85e2` 1 0.30 5424.0 -15416
## - `7cb7913148_5` 1 0.33 5424.0 -15416
## - `3eb53ae932` 1 0.35 5424.0 -15416
## - c1b8ce2354 1 0.35 5424.0 -15416
## - `8311343404` 1 0.35 5424.0 -15416
## - `9b6e0b36c2` 1 0.39 5424.1 -15416
## - `6516422788` 1 0.44 5424.1 -15416
## - `173b6590ae` 1 0.46 5424.1 -15415
## - `96e6f0be58` 1 0.48 5424.2 -15415
## - `77b3b41efa` 1 0.48 5424.2 -15415
## - `55907cc1de` 1 0.52 5424.2 -15415
## - fbf66c8021 1 0.53 5424.2 -15415
## - aa69c802b6 1 0.62 5424.3 -15415
## - `2a457d15d9` 1 0.63 5424.3 -15415
## - `20f1afc5c7` 1 0.64 5424.3 -15415
## - `8a21502326` 1 0.64 5424.3 -15415
## - `04e7268385` 1 0.67 5424.4 -15415
## <none> 5423.7 -15415
## - `96c30c7eef` 1 0.76 5424.4 -15415
## - `0e2ab0831c` 1 0.77 5424.5 -15414
## - `0b846350ef` 1 0.79 5424.5 -15414
## - `56371466d7` 1 0.91 5424.6 -15414
## - ffd1cdcfc1 1 1.01 5424.7 -15414
## - `12eda2d982` 1 1.01 5424.7 -15414
## - `25bbf0e7e7` 1 1.10 5424.8 -15414
## - `789b5244a9` 1 1.12 5424.8 -15414
## - ed7e658a27 1 1.13 5424.8 -15414
## - f66b98dd69 1 1.14 5424.8 -15414
## - `2719b72c0d` 1 1.19 5424.9 -15413
## - `65aed7dc1f` 1 1.19 5424.9 -15413
## + a24802caa5 1 0.19 5423.5 -15413
## + `0342faceb5` 1 0.19 5423.5 -15413
## + `7734c0c22f` 1 0.17 5423.5 -15413
## + e7ee22effb 1 0.15 5423.5 -15413
## + `7743f273c2` 1 0.09 5423.6 -15413
## + b709f75447 1 0.09 5423.6 -15413
## + e5efa4d39a 1 0.08 5423.6 -15413
## + `2e874bc151` 1 0.08 5423.6 -15413
## + e0a0772df0 1 0.06 5423.6 -15413
## + ee2ac696ff 1 0.05 5423.6 -15413
## + fe8cdd80ba 1 0.04 5423.6 -15413
## + fdf8628ca7 1 0.04 5423.6 -15413
## + `779d13189e` 1 0.04 5423.6 -15413
## + ac826f0013 1 0.02 5423.7 -15413
## + b9a487ac3c 1 0.02 5423.7 -15413
## + `7cb7913148_4` 1 0.02 5423.7 -15413
## + `4468394575` 1 0.01 5423.7 -15413
## + `7cb7913148_1` 1 0.01 5423.7 -15413
## + `072b7e8f27` 1 0.01 5423.7 -15413
## + `7cb7913148_2` 1 0.00 5423.7 -15413
## + d035af6ffa 1 0.00 5423.7 -15413
## + `99d44111c9` 1 0.00 5423.7 -15413
## + c58f611921 1 0.00 5423.7 -15413
## - `7cb7913148_3` 1 1.48 5425.2 -15413
## - `136c1727c3` 1 1.51 5425.2 -15412
## - `98475257f7` 1 1.56 5425.2 -15412
## - `1fa099bb01` 1 1.67 5425.4 -15412
## - `7925993f42` 1 1.70 5425.4 -15412
## - bdf934caa7 1 2.02 5425.7 -15411
## - ba54a2a637 1 2.11 5425.8 -15411
## - `63bcf89b1d` 1 2.23 5425.9 -15410
## - `2bc6ab42f7` 1 2.37 5426.1 -15410
## - `1f222e3669` 1 2.62 5426.3 -15409
## - `8de0382f02` 1 2.74 5426.4 -15409
## - b4112a94a6 1 2.74 5426.4 -15409
## - fe0318e273 1 2.78 5426.5 -15409
## - `3e200bf766` 1 3.46 5427.1 -15407
## - `384bec5dd1_1` 1 3.81 5427.5 -15406
## - `298ed82b22` 1 4.00 5427.7 -15406
## - ae08d2297e 1 4.10 5427.8 -15405
## - `29bbd86997` 1 4.17 5427.9 -15405
## - abca7a848f 1 5.28 5429.0 -15402
## - `49756d8e0f` 1 6.54 5430.2 -15398
## - `60ec1426ce` 1 6.94 5430.6 -15397
## - `016399044a` 1 12.22 5435.9 -15383
## - `1f3058af83` 1 12.51 5436.2 -15382
## - c0c3df65b1 1 15.15 5438.8 -15374
## - `087235d61e` 1 17.52 5441.2 -15368
## - f0a0febd35 1 18.03 5441.7 -15366
## - `7fe6cb4c98` 1 21.67 5445.4 -15356
## - f013b60e50 1 30.05 5453.7 -15333
## - a14fd026ce 1 33.68 5457.4 -15323
## - `5f360995ef` 1 36.10 5459.8 -15316
## - `87b982928b` 1 36.69 5460.4 -15314
## - ea0f4a32e3 1 48.23 5471.9 -15282
## - `174825d438` 1 65.45 5489.1 -15235
## - `8c2e088a3d` 1 74.56 5498.2 -15210
## - `8f5f7c556a` 1 81.80 5505.5 -15190
## - `2d7fe4693a` 1 88.92 5512.6 -15170
## - `7841b6a5b1` 1 119.10 5542.8 -15087
## - d2c775fa99 1 133.13 5556.8 -15049
## - beb6e17af1 1 174.64 5598.3 -14936
## - `5b862c0a8f` 1 200.06 5623.7 -14868
## - `9a575e82a4_1` 1 223.83 5647.5 -14804
## - e86a2190c1 1 224.54 5648.2 -14802
## - `6db53d265a` 1 243.92 5667.6 -14750
## - `06888ceac9_1` 1 245.95 5669.6 -14744
## - aee1e4fc85 1 291.15 5714.8 -14624
## - `253eb5ef11` 1 366.39 5790.1 -14426
##
## Step: AIC=-15416.17
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_5` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + `6516422788` +
## ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `435dec85e2` + d4d6566f9c + `04e7268385` + `8311343404` +
## `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## `55907cc1de` + `1f222e3669` + `789b5244a9` + dcfcbc2ea1 +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + `12eda2d982` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + ba54a2a637 + `7925993f42` +
## `4fc17427c8` + `55cf3f7627` + `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - dcfcbc2ea1 1 0.20 5424.1 -15418
## - `4fc17427c8` 1 0.23 5424.1 -15418
## - `55cf3f7627` 1 0.25 5424.1 -15418
## - `7cb7913148_6` 1 0.27 5424.1 -15417
## - `7cb7913148_7` 1 0.29 5424.2 -15417
## - d4d6566f9c 1 0.30 5424.2 -15417
## - `435dec85e2` 1 0.30 5424.2 -15417
## - `7cb7913148_5` 1 0.34 5424.2 -15417
## - `8311343404` 1 0.34 5424.2 -15417
## - `3eb53ae932` 1 0.35 5424.2 -15417
## - c1b8ce2354 1 0.35 5424.2 -15417
## - `9b6e0b36c2` 1 0.39 5424.3 -15417
## - `6516422788` 1 0.44 5424.3 -15417
## - `173b6590ae` 1 0.46 5424.3 -15417
## - `77b3b41efa` 1 0.48 5424.4 -15417
## - `55907cc1de` 1 0.53 5424.4 -15417
## - fbf66c8021 1 0.54 5424.4 -15417
## - aa69c802b6 1 0.62 5424.5 -15416
## - `2a457d15d9` 1 0.62 5424.5 -15416
## - `20f1afc5c7` 1 0.63 5424.5 -15416
## - `8a21502326` 1 0.64 5424.5 -15416
## - `04e7268385` 1 0.66 5424.5 -15416
## <none> 5423.9 -15416
## - `96c30c7eef` 1 0.75 5424.6 -15416
## - `0e2ab0831c` 1 0.78 5424.7 -15416
## - `0b846350ef` 1 0.79 5424.7 -15416
## - `56371466d7` 1 0.90 5424.8 -15416
## - `96e6f0be58` 1 0.94 5424.8 -15416
## - `12eda2d982` 1 1.01 5424.9 -15415
## - ffd1cdcfc1 1 1.02 5424.9 -15415
## - `25bbf0e7e7` 1 1.11 5425.0 -15415
## - `789b5244a9` 1 1.12 5425.0 -15415
## - ed7e658a27 1 1.13 5425.0 -15415
## - f66b98dd69 1 1.15 5425.0 -15415
## - `65aed7dc1f` 1 1.19 5425.1 -15415
## - `2719b72c0d` 1 1.20 5425.1 -15415
## + `3df2300fa2` 1 0.19 5423.7 -15415
## + a24802caa5 1 0.18 5423.7 -15415
## + `0342faceb5` 1 0.18 5423.7 -15415
## + `7734c0c22f` 1 0.17 5423.7 -15415
## + e7ee22effb 1 0.15 5423.7 -15415
## + `7743f273c2` 1 0.09 5423.8 -15414
## + b709f75447 1 0.09 5423.8 -15414
## + e5efa4d39a 1 0.08 5423.8 -15414
## + `2e874bc151` 1 0.08 5423.8 -15414
## + e0a0772df0 1 0.06 5423.8 -15414
## + ee2ac696ff 1 0.05 5423.8 -15414
## + fe8cdd80ba 1 0.04 5423.8 -15414
## + fdf8628ca7 1 0.04 5423.8 -15414
## + `779d13189e` 1 0.03 5423.8 -15414
## + ac826f0013 1 0.03 5423.8 -15414
## + b9a487ac3c 1 0.02 5423.9 -15414
## + `7cb7913148_4` 1 0.02 5423.9 -15414
## + `4468394575` 1 0.01 5423.9 -15414
## + `7cb7913148_1` 1 0.01 5423.9 -15414
## + `072b7e8f27` 1 0.01 5423.9 -15414
## + `7cb7913148_2` 1 0.00 5423.9 -15414
## + d035af6ffa 1 0.00 5423.9 -15414
## + `99d44111c9` 1 0.00 5423.9 -15414
## + c58f611921 1 0.00 5423.9 -15414
## - `7cb7913148_3` 1 1.47 5425.3 -15414
## - `136c1727c3` 1 1.52 5425.4 -15414
## - `98475257f7` 1 1.55 5425.4 -15414
## - `1fa099bb01` 1 1.68 5425.6 -15414
## - `7925993f42` 1 1.69 5425.6 -15413
## - bdf934caa7 1 2.02 5425.9 -15412
## - ba54a2a637 1 2.11 5426.0 -15412
## - `63bcf89b1d` 1 2.23 5426.1 -15412
## - `2bc6ab42f7` 1 2.38 5426.3 -15412
## - `1f222e3669` 1 2.62 5426.5 -15411
## - `8de0382f02` 1 2.72 5426.6 -15411
## - b4112a94a6 1 2.72 5426.6 -15411
## - fe0318e273 1 2.77 5426.7 -15410
## - `3e200bf766` 1 3.45 5427.3 -15408
## - `384bec5dd1_1` 1 3.81 5427.7 -15408
## - `298ed82b22` 1 4.03 5427.9 -15407
## - ae08d2297e 1 4.09 5428.0 -15407
## - `29bbd86997` 1 4.19 5428.1 -15406
## - abca7a848f 1 5.26 5429.1 -15404
## - `49756d8e0f` 1 6.55 5430.4 -15400
## - `60ec1426ce` 1 6.93 5430.8 -15399
## - `016399044a` 1 12.25 5436.1 -15384
## - `1f3058af83` 1 12.49 5436.4 -15383
## - c0c3df65b1 1 15.18 5439.1 -15376
## - `087235d61e` 1 17.56 5441.4 -15369
## - f0a0febd35 1 18.00 5441.9 -15368
## - `7fe6cb4c98` 1 21.66 5445.5 -15358
## - f013b60e50 1 30.05 5453.9 -15334
## - a14fd026ce 1 33.71 5457.6 -15324
## - `5f360995ef` 1 36.10 5460.0 -15318
## - `87b982928b` 1 36.69 5460.6 -15316
## - ea0f4a32e3 1 48.22 5472.1 -15284
## - `174825d438` 1 65.38 5489.3 -15237
## - `8c2e088a3d` 1 74.59 5498.5 -15211
## - `8f5f7c556a` 1 81.92 5505.8 -15191
## - `2d7fe4693a` 1 88.87 5512.7 -15172
## - `7841b6a5b1` 1 119.02 5542.9 -15089
## - d2c775fa99 1 133.08 5557.0 -15051
## - beb6e17af1 1 174.57 5598.4 -14938
## - `5b862c0a8f` 1 200.17 5624.0 -14869
## - `9a575e82a4_1` 1 223.69 5647.6 -14806
## - e86a2190c1 1 224.56 5648.4 -14803
## - `6db53d265a` 1 243.93 5667.8 -14751
## - `06888ceac9_1` 1 245.92 5669.8 -14746
## - aee1e4fc85 1 291.34 5715.2 -14625
## - `253eb5ef11` 1 366.36 5790.2 -14427
##
## Step: AIC=-15417.61
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_5` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + `6516422788` +
## ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `435dec85e2` + d4d6566f9c + `04e7268385` + `8311343404` +
## `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## `55907cc1de` + `1f222e3669` + `789b5244a9` + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `12eda2d982` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + ba54a2a637 + `7925993f42` + `4fc17427c8` +
## `55cf3f7627` + `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `4fc17427c8` 1 0.22 5424.3 -15419
## - `55cf3f7627` 1 0.25 5424.3 -15419
## - `7cb7913148_6` 1 0.27 5424.3 -15419
## - `7cb7913148_7` 1 0.29 5424.4 -15419
## - d4d6566f9c 1 0.29 5424.4 -15419
## - `435dec85e2` 1 0.29 5424.4 -15419
## - `7cb7913148_5` 1 0.34 5424.4 -15419
## - `8311343404` 1 0.34 5424.4 -15419
## - `3eb53ae932` 1 0.35 5424.4 -15419
## - c1b8ce2354 1 0.35 5424.4 -15419
## - `9b6e0b36c2` 1 0.40 5424.5 -15418
## - `6516422788` 1 0.44 5424.5 -15418
## - `173b6590ae` 1 0.46 5424.5 -15418
## - `77b3b41efa` 1 0.48 5424.6 -15418
## - `55907cc1de` 1 0.52 5424.6 -15418
## - fbf66c8021 1 0.54 5424.6 -15418
## - aa69c802b6 1 0.62 5424.7 -15418
## - `20f1afc5c7` 1 0.63 5424.7 -15418
## - `2a457d15d9` 1 0.63 5424.7 -15418
## - `8a21502326` 1 0.64 5424.7 -15418
## - `04e7268385` 1 0.67 5424.7 -15418
## <none> 5424.1 -15418
## - `96c30c7eef` 1 0.76 5424.8 -15418
## - `0b846350ef` 1 0.78 5424.9 -15417
## - `0e2ab0831c` 1 0.78 5424.9 -15417
## - `56371466d7` 1 0.91 5425.0 -15417
## - `96e6f0be58` 1 0.93 5425.0 -15417
## - `12eda2d982` 1 1.01 5425.1 -15417
## - ffd1cdcfc1 1 1.02 5425.1 -15417
## - `25bbf0e7e7` 1 1.11 5425.2 -15416
## - `789b5244a9` 1 1.11 5425.2 -15416
## - ed7e658a27 1 1.13 5425.2 -15416
## - f66b98dd69 1 1.16 5425.2 -15416
## - `65aed7dc1f` 1 1.17 5425.3 -15416
## - `2719b72c0d` 1 1.21 5425.3 -15416
## + dcfcbc2ea1 1 0.20 5423.9 -15416
## + `3df2300fa2` 1 0.19 5423.9 -15416
## + a24802caa5 1 0.18 5423.9 -15416
## + `0342faceb5` 1 0.18 5423.9 -15416
## + `7734c0c22f` 1 0.17 5423.9 -15416
## + e7ee22effb 1 0.16 5423.9 -15416
## + `7743f273c2` 1 0.09 5424.0 -15416
## + b709f75447 1 0.09 5424.0 -15416
## + e5efa4d39a 1 0.08 5424.0 -15416
## + `2e874bc151` 1 0.08 5424.0 -15416
## + e0a0772df0 1 0.06 5424.0 -15416
## + ee2ac696ff 1 0.05 5424.0 -15416
## + fe8cdd80ba 1 0.04 5424.0 -15416
## + fdf8628ca7 1 0.04 5424.0 -15416
## + `779d13189e` 1 0.03 5424.0 -15416
## + ac826f0013 1 0.03 5424.1 -15416
## + b9a487ac3c 1 0.02 5424.1 -15416
## + `7cb7913148_4` 1 0.02 5424.1 -15416
## + `4468394575` 1 0.01 5424.1 -15416
## + `7cb7913148_1` 1 0.01 5424.1 -15416
## + `072b7e8f27` 1 0.01 5424.1 -15416
## + `7cb7913148_2` 1 0.00 5424.1 -15416
## + d035af6ffa 1 0.00 5424.1 -15416
## + `99d44111c9` 1 0.00 5424.1 -15416
## + c58f611921 1 0.00 5424.1 -15416
## - `7cb7913148_3` 1 1.47 5425.5 -15416
## - `136c1727c3` 1 1.53 5425.6 -15415
## - `98475257f7` 1 1.55 5425.6 -15415
## - `1fa099bb01` 1 1.68 5425.8 -15415
## - `7925993f42` 1 1.69 5425.8 -15415
## - bdf934caa7 1 2.04 5426.1 -15414
## - ba54a2a637 1 2.11 5426.2 -15414
## - `63bcf89b1d` 1 2.23 5426.3 -15413
## - `2bc6ab42f7` 1 2.37 5426.4 -15413
## - `1f222e3669` 1 2.60 5426.7 -15412
## - `8de0382f02` 1 2.72 5426.8 -15412
## - b4112a94a6 1 2.72 5426.8 -15412
## - fe0318e273 1 2.77 5426.9 -15412
## - `3e200bf766` 1 3.44 5427.5 -15410
## - `384bec5dd1_1` 1 3.81 5427.9 -15409
## - `298ed82b22` 1 4.02 5428.1 -15408
## - ae08d2297e 1 4.08 5428.2 -15408
## - `29bbd86997` 1 4.21 5428.3 -15408
## - abca7a848f 1 5.28 5429.4 -15405
## - `49756d8e0f` 1 6.57 5430.6 -15401
## - `60ec1426ce` 1 6.91 5431.0 -15400
## - `016399044a` 1 12.27 5436.3 -15385
## - `1f3058af83` 1 12.47 5436.6 -15385
## - c0c3df65b1 1 15.16 5439.2 -15377
## - `087235d61e` 1 17.58 5441.7 -15370
## - f0a0febd35 1 18.02 5442.1 -15369
## - `7fe6cb4c98` 1 21.74 5445.8 -15359
## - f013b60e50 1 30.02 5454.1 -15336
## - a14fd026ce 1 33.69 5457.8 -15326
## - `5f360995ef` 1 36.11 5460.2 -15319
## - `87b982928b` 1 36.70 5460.8 -15317
## - ea0f4a32e3 1 48.24 5472.3 -15285
## - `174825d438` 1 65.38 5489.5 -15238
## - `8c2e088a3d` 1 74.66 5498.7 -15212
## - `8f5f7c556a` 1 81.87 5505.9 -15192
## - `2d7fe4693a` 1 88.83 5512.9 -15173
## - `7841b6a5b1` 1 118.96 5543.0 -15091
## - d2c775fa99 1 133.08 5557.2 -15052
## - beb6e17af1 1 174.47 5598.5 -14940
## - `5b862c0a8f` 1 200.13 5624.2 -14870
## - `9a575e82a4_1` 1 223.66 5647.7 -14807
## - e86a2190c1 1 224.41 5648.5 -14805
## - `6db53d265a` 1 243.89 5668.0 -14753
## - `06888ceac9_1` 1 246.08 5670.2 -14747
## - aee1e4fc85 1 291.17 5715.2 -14627
## - `253eb5ef11` 1 366.16 5790.2 -14429
##
## Step: AIC=-15418.99
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_5` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + `6516422788` +
## ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `435dec85e2` + d4d6566f9c + `04e7268385` + `8311343404` +
## `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## `55907cc1de` + `1f222e3669` + `789b5244a9` + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `12eda2d982` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + ba54a2a637 + `7925993f42` + `55cf3f7627` +
## `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `55cf3f7627` 1 0.25 5424.6 -15420
## - `7cb7913148_6` 1 0.27 5424.6 -15420
## - `7cb7913148_7` 1 0.29 5424.6 -15420
## - d4d6566f9c 1 0.29 5424.6 -15420
## - `435dec85e2` 1 0.29 5424.6 -15420
## - `8311343404` 1 0.34 5424.6 -15420
## - `7cb7913148_5` 1 0.34 5424.6 -15420
## - `3eb53ae932` 1 0.35 5424.7 -15420
## - c1b8ce2354 1 0.35 5424.7 -15420
## - `9b6e0b36c2` 1 0.40 5424.7 -15420
## - `6516422788` 1 0.44 5424.7 -15420
## - `173b6590ae` 1 0.46 5424.8 -15420
## - `77b3b41efa` 1 0.48 5424.8 -15420
## - `55907cc1de` 1 0.53 5424.8 -15420
## - fbf66c8021 1 0.54 5424.8 -15420
## - aa69c802b6 1 0.62 5424.9 -15419
## - `2a457d15d9` 1 0.63 5424.9 -15419
## - `8a21502326` 1 0.63 5424.9 -15419
## - `20f1afc5c7` 1 0.63 5424.9 -15419
## - `04e7268385` 1 0.66 5425.0 -15419
## <none> 5424.3 -15419
## - `96c30c7eef` 1 0.77 5425.1 -15419
## - `0b846350ef` 1 0.78 5425.1 -15419
## - `0e2ab0831c` 1 0.78 5425.1 -15419
## - `56371466d7` 1 0.92 5425.2 -15418
## - `96e6f0be58` 1 0.93 5425.2 -15418
## - `12eda2d982` 1 1.01 5425.3 -15418
## - ffd1cdcfc1 1 1.02 5425.3 -15418
## - `789b5244a9` 1 1.10 5425.4 -15418
## - `25bbf0e7e7` 1 1.11 5425.4 -15418
## - ed7e658a27 1 1.11 5425.4 -15418
## - f66b98dd69 1 1.16 5425.5 -15418
## - `65aed7dc1f` 1 1.18 5425.5 -15418
## - `2719b72c0d` 1 1.21 5425.5 -15418
## + `4fc17427c8` 1 0.22 5424.1 -15418
## + `3df2300fa2` 1 0.20 5424.1 -15418
## + dcfcbc2ea1 1 0.19 5424.1 -15418
## + a24802caa5 1 0.18 5424.1 -15418
## + `0342faceb5` 1 0.17 5424.1 -15418
## + `7734c0c22f` 1 0.17 5424.1 -15418
## + e7ee22effb 1 0.16 5424.1 -15417
## + `7743f273c2` 1 0.10 5424.2 -15417
## + b709f75447 1 0.09 5424.2 -15417
## + e5efa4d39a 1 0.08 5424.2 -15417
## + `2e874bc151` 1 0.08 5424.2 -15417
## + e0a0772df0 1 0.06 5424.2 -15417
## + ee2ac696ff 1 0.05 5424.2 -15417
## + fe8cdd80ba 1 0.04 5424.3 -15417
## + fdf8628ca7 1 0.04 5424.3 -15417
## + `779d13189e` 1 0.03 5424.3 -15417
## + ac826f0013 1 0.03 5424.3 -15417
## + b9a487ac3c 1 0.02 5424.3 -15417
## + `7cb7913148_4` 1 0.02 5424.3 -15417
## + `4468394575` 1 0.01 5424.3 -15417
## + `7cb7913148_1` 1 0.01 5424.3 -15417
## + `072b7e8f27` 1 0.01 5424.3 -15417
## + `7cb7913148_2` 1 0.00 5424.3 -15417
## + d035af6ffa 1 0.00 5424.3 -15417
## + `99d44111c9` 1 0.00 5424.3 -15417
## + c58f611921 1 0.00 5424.3 -15417
## - `7cb7913148_3` 1 1.48 5425.8 -15417
## - `136c1727c3` 1 1.53 5425.8 -15417
## - `98475257f7` 1 1.56 5425.9 -15417
## - `7925993f42` 1 1.67 5426.0 -15416
## - `1fa099bb01` 1 1.69 5426.0 -15416
## - bdf934caa7 1 2.03 5426.3 -15415
## - ba54a2a637 1 2.12 5426.4 -15415
## - `63bcf89b1d` 1 2.24 5426.5 -15415
## - `2bc6ab42f7` 1 2.37 5426.7 -15414
## - `1f222e3669` 1 2.61 5426.9 -15414
## - `8de0382f02` 1 2.71 5427.0 -15413
## - b4112a94a6 1 2.71 5427.0 -15413
## - fe0318e273 1 2.77 5427.1 -15413
## - `3e200bf766` 1 3.45 5427.7 -15411
## - `384bec5dd1_1` 1 3.83 5428.1 -15410
## - `298ed82b22` 1 4.03 5428.3 -15410
## - ae08d2297e 1 4.09 5428.4 -15410
## - `29bbd86997` 1 4.26 5428.6 -15409
## - abca7a848f 1 5.32 5429.6 -15406
## - `49756d8e0f` 1 6.54 5430.8 -15403
## - `60ec1426ce` 1 6.92 5431.2 -15402
## - `016399044a` 1 12.28 5436.6 -15387
## - `1f3058af83` 1 12.49 5436.8 -15386
## - c0c3df65b1 1 15.16 5439.5 -15379
## - `087235d61e` 1 17.59 5441.9 -15372
## - f0a0febd35 1 17.96 5442.3 -15371
## - `7fe6cb4c98` 1 21.75 5446.0 -15360
## - f013b60e50 1 29.99 5454.3 -15337
## - a14fd026ce 1 33.71 5458.0 -15327
## - `5f360995ef` 1 36.07 5460.4 -15320
## - `87b982928b` 1 36.69 5461.0 -15319
## - ea0f4a32e3 1 48.18 5472.5 -15287
## - `174825d438` 1 65.44 5489.7 -15239
## - `8c2e088a3d` 1 74.62 5498.9 -15214
## - `8f5f7c556a` 1 81.84 5506.1 -15194
## - `2d7fe4693a` 1 88.82 5513.1 -15175
## - `7841b6a5b1` 1 118.94 5543.2 -15092
## - d2c775fa99 1 133.03 5557.3 -15054
## - beb6e17af1 1 174.52 5598.8 -14941
## - `5b862c0a8f` 1 200.06 5624.4 -14872
## - `9a575e82a4_1` 1 223.60 5647.9 -14809
## - e86a2190c1 1 224.28 5648.6 -14807
## - `6db53d265a` 1 244.03 5668.3 -14754
## - `06888ceac9_1` 1 246.13 5670.4 -14748
## - aee1e4fc85 1 291.10 5715.4 -14628
## - `253eb5ef11` 1 366.04 5790.3 -14431
##
## Step: AIC=-15420.29
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_5` +
## `7cb7913148_6` + `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + `6516422788` +
## ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `435dec85e2` + d4d6566f9c + `04e7268385` + `8311343404` +
## `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## `55907cc1de` + `1f222e3669` + `789b5244a9` + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `12eda2d982` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + ba54a2a637 + `7925993f42` + `0e2ab0831c` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_6` 1 0.26 5424.8 -15422
## - d4d6566f9c 1 0.29 5424.8 -15422
## - `435dec85e2` 1 0.29 5424.8 -15422
## - `7cb7913148_7` 1 0.30 5424.9 -15422
## - `8311343404` 1 0.34 5424.9 -15421
## - `7cb7913148_5` 1 0.34 5424.9 -15421
## - `3eb53ae932` 1 0.35 5424.9 -15421
## - c1b8ce2354 1 0.35 5424.9 -15421
## - `9b6e0b36c2` 1 0.39 5424.9 -15421
## - `6516422788` 1 0.44 5425.0 -15421
## - `173b6590ae` 1 0.46 5425.0 -15421
## - `77b3b41efa` 1 0.48 5425.0 -15421
## - `55907cc1de` 1 0.53 5425.1 -15421
## - fbf66c8021 1 0.54 5425.1 -15421
## - aa69c802b6 1 0.61 5425.2 -15421
## - `20f1afc5c7` 1 0.63 5425.2 -15420
## - `2a457d15d9` 1 0.63 5425.2 -15420
## - `8a21502326` 1 0.64 5425.2 -15420
## - `04e7268385` 1 0.66 5425.2 -15420
## <none> 5424.6 -15420
## - `96c30c7eef` 1 0.76 5425.3 -15420
## - `0b846350ef` 1 0.78 5425.3 -15420
## - `0e2ab0831c` 1 0.79 5425.3 -15420
## - `56371466d7` 1 0.92 5425.5 -15420
## - `96e6f0be58` 1 0.93 5425.5 -15420
## - `12eda2d982` 1 0.99 5425.5 -15420
## - ffd1cdcfc1 1 1.02 5425.6 -15419
## - `789b5244a9` 1 1.12 5425.7 -15419
## - `25bbf0e7e7` 1 1.13 5425.7 -15419
## - ed7e658a27 1 1.13 5425.7 -15419
## - f66b98dd69 1 1.16 5425.7 -15419
## - `65aed7dc1f` 1 1.17 5425.7 -15419
## + `55cf3f7627` 1 0.25 5424.3 -15419
## + `4fc17427c8` 1 0.22 5424.3 -15419
## - `2719b72c0d` 1 1.22 5425.8 -15419
## + `3df2300fa2` 1 0.20 5424.3 -15419
## + dcfcbc2ea1 1 0.19 5424.4 -15419
## + a24802caa5 1 0.18 5424.4 -15419
## + `7734c0c22f` 1 0.17 5424.4 -15419
## + `0342faceb5` 1 0.17 5424.4 -15419
## + e7ee22effb 1 0.16 5424.4 -15419
## + `7743f273c2` 1 0.10 5424.5 -15419
## + b709f75447 1 0.09 5424.5 -15418
## + e5efa4d39a 1 0.08 5424.5 -15418
## + `2e874bc151` 1 0.08 5424.5 -15418
## + e0a0772df0 1 0.06 5424.5 -15418
## + ee2ac696ff 1 0.05 5424.5 -15418
## + fe8cdd80ba 1 0.05 5424.5 -15418
## + fdf8628ca7 1 0.05 5424.5 -15418
## + `779d13189e` 1 0.03 5424.5 -15418
## + ac826f0013 1 0.03 5424.5 -15418
## + b9a487ac3c 1 0.02 5424.5 -15418
## + `7cb7913148_4` 1 0.02 5424.5 -15418
## + `4468394575` 1 0.02 5424.5 -15418
## + `7cb7913148_1` 1 0.01 5424.5 -15418
## + `072b7e8f27` 1 0.01 5424.5 -15418
## + `7cb7913148_2` 1 0.00 5424.5 -15418
## + d035af6ffa 1 0.00 5424.5 -15418
## + `99d44111c9` 1 0.00 5424.5 -15418
## + c58f611921 1 0.00 5424.5 -15418
## - `7cb7913148_3` 1 1.48 5426.0 -15418
## - `136c1727c3` 1 1.54 5426.1 -15418
## - `98475257f7` 1 1.55 5426.1 -15418
## - `7925993f42` 1 1.66 5426.2 -15418
## - `1fa099bb01` 1 1.69 5426.2 -15418
## - bdf934caa7 1 2.05 5426.6 -15417
## - ba54a2a637 1 2.12 5426.7 -15416
## - `63bcf89b1d` 1 2.20 5426.8 -15416
## - `2bc6ab42f7` 1 2.37 5426.9 -15416
## - `1f222e3669` 1 2.62 5427.2 -15415
## - `8de0382f02` 1 2.69 5427.2 -15415
## - b4112a94a6 1 2.69 5427.2 -15415
## - fe0318e273 1 2.77 5427.3 -15414
## - `3e200bf766` 1 3.44 5428.0 -15413
## - `384bec5dd1_1` 1 3.82 5428.4 -15412
## - `298ed82b22` 1 4.03 5428.6 -15411
## - ae08d2297e 1 4.09 5428.6 -15411
## - `29bbd86997` 1 4.26 5428.8 -15410
## - abca7a848f 1 5.31 5429.9 -15408
## - `49756d8e0f` 1 6.54 5431.1 -15404
## - `60ec1426ce` 1 6.91 5431.5 -15403
## - `016399044a` 1 12.27 5436.8 -15388
## - `1f3058af83` 1 12.47 5437.0 -15388
## - c0c3df65b1 1 15.14 5439.7 -15380
## - `087235d61e` 1 17.57 5442.1 -15373
## - f0a0febd35 1 17.93 5442.5 -15372
## - `7fe6cb4c98` 1 21.72 5446.3 -15362
## - f013b60e50 1 29.92 5454.5 -15339
## - a14fd026ce 1 33.70 5458.2 -15328
## - `5f360995ef` 1 36.05 5460.6 -15322
## - `87b982928b` 1 36.62 5461.2 -15320
## - ea0f4a32e3 1 48.15 5472.7 -15288
## - `174825d438` 1 65.34 5489.9 -15241
## - `8c2e088a3d` 1 74.52 5499.1 -15216
## - `8f5f7c556a` 1 81.82 5506.4 -15195
## - `2d7fe4693a` 1 88.98 5513.5 -15176
## - `7841b6a5b1` 1 118.96 5543.5 -15093
## - d2c775fa99 1 132.98 5557.5 -15055
## - beb6e17af1 1 174.64 5599.2 -14942
## - `5b862c0a8f` 1 200.26 5624.8 -14873
## - `9a575e82a4_1` 1 223.57 5648.1 -14810
## - e86a2190c1 1 224.22 5648.8 -14808
## - `6db53d265a` 1 243.92 5668.5 -14756
## - `06888ceac9_1` 1 246.15 5670.7 -14750
## - aee1e4fc85 1 291.05 5715.6 -14630
## - `253eb5ef11` 1 366.22 5790.8 -14432
##
## Step: AIC=-15421.56
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_5` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + `6db53d265a` + `5b862c0a8f` + beb6e17af1 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + `6516422788` +
## ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `435dec85e2` + d4d6566f9c + `04e7268385` + `8311343404` +
## `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## `55907cc1de` + `1f222e3669` + `789b5244a9` + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `12eda2d982` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + ba54a2a637 + `7925993f42` + `0e2ab0831c` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - d4d6566f9c 1 0.29 5425.1 -15423
## - `435dec85e2` 1 0.29 5425.1 -15423
## - `7cb7913148_7` 1 0.30 5425.1 -15423
## - `8311343404` 1 0.33 5425.1 -15423
## - `7cb7913148_5` 1 0.34 5425.2 -15423
## - `3eb53ae932` 1 0.36 5425.2 -15423
## - c1b8ce2354 1 0.36 5425.2 -15423
## - `9b6e0b36c2` 1 0.39 5425.2 -15422
## - `6516422788` 1 0.44 5425.3 -15422
## - `173b6590ae` 1 0.46 5425.3 -15422
## - `77b3b41efa` 1 0.49 5425.3 -15422
## - `55907cc1de` 1 0.52 5425.3 -15422
## - fbf66c8021 1 0.54 5425.4 -15422
## - aa69c802b6 1 0.61 5425.4 -15422
## - `2a457d15d9` 1 0.62 5425.4 -15422
## - `20f1afc5c7` 1 0.62 5425.4 -15422
## - `8a21502326` 1 0.64 5425.4 -15422
## - `04e7268385` 1 0.66 5425.5 -15422
## <none> 5424.8 -15422
## - `96c30c7eef` 1 0.77 5425.6 -15421
## - `0b846350ef` 1 0.78 5425.6 -15421
## - `0e2ab0831c` 1 0.79 5425.6 -15421
## - `56371466d7` 1 0.92 5425.7 -15421
## - `96e6f0be58` 1 0.95 5425.8 -15421
## - `12eda2d982` 1 1.00 5425.8 -15421
## - ffd1cdcfc1 1 1.01 5425.8 -15421
## - `789b5244a9` 1 1.11 5425.9 -15420
## - `25bbf0e7e7` 1 1.12 5425.9 -15420
## - ed7e658a27 1 1.12 5425.9 -15420
## - f66b98dd69 1 1.15 5426.0 -15420
## - `65aed7dc1f` 1 1.17 5426.0 -15420
## + `7cb7913148_6` 1 0.26 5424.6 -15420
## + `55cf3f7627` 1 0.24 5424.6 -15420
## - `2719b72c0d` 1 1.21 5426.0 -15420
## + `4fc17427c8` 1 0.22 5424.6 -15420
## + `3df2300fa2` 1 0.21 5424.6 -15420
## + dcfcbc2ea1 1 0.20 5424.6 -15420
## + a24802caa5 1 0.18 5424.6 -15420
## + `7734c0c22f` 1 0.17 5424.6 -15420
## + `0342faceb5` 1 0.17 5424.6 -15420
## + e7ee22effb 1 0.15 5424.7 -15420
## + `7743f273c2` 1 0.09 5424.7 -15420
## + b709f75447 1 0.09 5424.7 -15420
## + e5efa4d39a 1 0.08 5424.7 -15420
## + `2e874bc151` 1 0.08 5424.7 -15420
## + e0a0772df0 1 0.06 5424.8 -15420
## + ee2ac696ff 1 0.05 5424.8 -15420
## + fe8cdd80ba 1 0.05 5424.8 -15420
## + fdf8628ca7 1 0.05 5424.8 -15420
## + `779d13189e` 1 0.03 5424.8 -15420
## + ac826f0013 1 0.03 5424.8 -15420
## + b9a487ac3c 1 0.02 5424.8 -15420
## + `7cb7913148_4` 1 0.02 5424.8 -15420
## + `4468394575` 1 0.01 5424.8 -15420
## + `7cb7913148_1` 1 0.01 5424.8 -15420
## + `072b7e8f27` 1 0.01 5424.8 -15420
## + `7cb7913148_2` 1 0.01 5424.8 -15420
## + d035af6ffa 1 0.00 5424.8 -15420
## + `99d44111c9` 1 0.00 5424.8 -15420
## + c58f611921 1 0.00 5424.8 -15420
## - `7cb7913148_3` 1 1.48 5426.3 -15419
## - `136c1727c3` 1 1.55 5426.4 -15419
## - `98475257f7` 1 1.56 5426.4 -15419
## - `7925993f42` 1 1.66 5426.5 -15419
## - `1fa099bb01` 1 1.67 5426.5 -15419
## - bdf934caa7 1 2.03 5426.8 -15418
## - ba54a2a637 1 2.12 5426.9 -15418
## - `63bcf89b1d` 1 2.18 5427.0 -15418
## - `2bc6ab42f7` 1 2.39 5427.2 -15417
## - `1f222e3669` 1 2.60 5427.4 -15416
## - `8de0382f02` 1 2.70 5427.5 -15416
## - b4112a94a6 1 2.70 5427.5 -15416
## - fe0318e273 1 2.76 5427.6 -15416
## - `3e200bf766` 1 3.46 5428.3 -15414
## - `384bec5dd1_1` 1 3.81 5428.6 -15413
## - `298ed82b22` 1 4.00 5428.8 -15412
## - ae08d2297e 1 4.07 5428.9 -15412
## - `29bbd86997` 1 4.25 5429.1 -15412
## - abca7a848f 1 5.31 5430.1 -15409
## - `49756d8e0f` 1 6.56 5431.4 -15405
## - `60ec1426ce` 1 6.92 5431.7 -15404
## - `016399044a` 1 12.22 5437.0 -15389
## - `1f3058af83` 1 12.51 5437.3 -15389
## - c0c3df65b1 1 15.10 5439.9 -15381
## - `087235d61e` 1 17.55 5442.4 -15375
## - f0a0febd35 1 17.91 5442.7 -15374
## - `7fe6cb4c98` 1 21.69 5446.5 -15363
## - f013b60e50 1 29.89 5454.7 -15340
## - a14fd026ce 1 33.70 5458.5 -15330
## - `5f360995ef` 1 36.09 5460.9 -15323
## - `87b982928b` 1 36.63 5461.4 -15322
## - ea0f4a32e3 1 48.09 5472.9 -15290
## - `174825d438` 1 65.38 5490.2 -15242
## - `8c2e088a3d` 1 74.46 5499.3 -15217
## - `8f5f7c556a` 1 81.84 5506.7 -15197
## - `2d7fe4693a` 1 88.88 5513.7 -15177
## - `7841b6a5b1` 1 118.94 5543.8 -15095
## - d2c775fa99 1 132.85 5557.7 -15057
## - beb6e17af1 1 174.56 5599.4 -14944
## - `5b862c0a8f` 1 200.23 5625.0 -14874
## - `9a575e82a4_1` 1 223.50 5648.3 -14812
## - e86a2190c1 1 224.26 5649.1 -14810
## - `6db53d265a` 1 243.84 5668.7 -14757
## - `06888ceac9_1` 1 246.10 5670.9 -14751
## - aee1e4fc85 1 291.05 5715.9 -14631
## - `253eb5ef11` 1 366.00 5790.8 -14434
##
## Step: AIC=-15422.76
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_5` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + `6db53d265a` + `5b862c0a8f` + beb6e17af1 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + `6516422788` +
## ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `435dec85e2` + `04e7268385` + `8311343404` + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2a457d15d9` + fbf66c8021 +
## `77b3b41efa` + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `12eda2d982` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + ba54a2a637 + `7925993f42` + `0e2ab0831c` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `435dec85e2` 1 0.02 5425.1 -15425
## - `7cb7913148_7` 1 0.31 5425.4 -15424
## - `8311343404` 1 0.33 5425.4 -15424
## - `7cb7913148_5` 1 0.34 5425.4 -15424
## - `3eb53ae932` 1 0.36 5425.5 -15424
## - c1b8ce2354 1 0.36 5425.5 -15424
## - `9b6e0b36c2` 1 0.40 5425.5 -15424
## - `6516422788` 1 0.44 5425.5 -15424
## - `173b6590ae` 1 0.47 5425.6 -15423
## - `77b3b41efa` 1 0.49 5425.6 -15423
## - `55907cc1de` 1 0.52 5425.6 -15423
## - fbf66c8021 1 0.55 5425.7 -15423
## - aa69c802b6 1 0.61 5425.7 -15423
## - `8a21502326` 1 0.62 5425.7 -15423
## - `20f1afc5c7` 1 0.62 5425.7 -15423
## - `2a457d15d9` 1 0.63 5425.7 -15423
## - `04e7268385` 1 0.65 5425.8 -15423
## <none> 5425.1 -15423
## - `96c30c7eef` 1 0.77 5425.9 -15423
## - `0b846350ef` 1 0.78 5425.9 -15423
## - `0e2ab0831c` 1 0.79 5425.9 -15423
## - `56371466d7` 1 0.92 5426.0 -15422
## - `96e6f0be58` 1 0.95 5426.1 -15422
## - `12eda2d982` 1 1.01 5426.1 -15422
## - ffd1cdcfc1 1 1.02 5426.1 -15422
## - `789b5244a9` 1 1.09 5426.2 -15422
## - ed7e658a27 1 1.10 5426.2 -15422
## - `25bbf0e7e7` 1 1.11 5426.2 -15422
## + d4d6566f9c 1 0.29 5424.8 -15422
## - f66b98dd69 1 1.15 5426.3 -15422
## - `65aed7dc1f` 1 1.17 5426.3 -15422
## + `7cb7913148_6` 1 0.25 5424.8 -15422
## + `2e874bc151` 1 0.24 5424.9 -15421
## + `55cf3f7627` 1 0.24 5424.9 -15421
## - `2719b72c0d` 1 1.21 5426.3 -15421
## + `4fc17427c8` 1 0.22 5424.9 -15421
## + `3df2300fa2` 1 0.20 5424.9 -15421
## + dcfcbc2ea1 1 0.20 5424.9 -15421
## + a24802caa5 1 0.18 5424.9 -15421
## + `7734c0c22f` 1 0.17 5424.9 -15421
## + `0342faceb5` 1 0.17 5424.9 -15421
## + e7ee22effb 1 0.14 5425.0 -15421
## + b709f75447 1 0.09 5425.0 -15421
## + `7743f273c2` 1 0.09 5425.0 -15421
## + e5efa4d39a 1 0.09 5425.0 -15421
## + e0a0772df0 1 0.06 5425.0 -15421
## + ee2ac696ff 1 0.05 5425.0 -15421
## + fe8cdd80ba 1 0.05 5425.0 -15421
## + fdf8628ca7 1 0.04 5425.1 -15421
## + `779d13189e` 1 0.03 5425.1 -15421
## + ac826f0013 1 0.03 5425.1 -15421
## + b9a487ac3c 1 0.02 5425.1 -15421
## + `7cb7913148_4` 1 0.02 5425.1 -15421
## + `7cb7913148_1` 1 0.02 5425.1 -15421
## + `4468394575` 1 0.01 5425.1 -15421
## + `072b7e8f27` 1 0.01 5425.1 -15421
## + `7cb7913148_2` 1 0.00 5425.1 -15421
## + d035af6ffa 1 0.00 5425.1 -15421
## + `99d44111c9` 1 0.00 5425.1 -15421
## + c58f611921 1 0.00 5425.1 -15421
## - `7cb7913148_3` 1 1.50 5426.6 -15421
## - `136c1727c3` 1 1.54 5426.6 -15420
## - `98475257f7` 1 1.56 5426.7 -15420
## - `7925993f42` 1 1.65 5426.7 -15420
## - `1fa099bb01` 1 1.67 5426.8 -15420
## - bdf934caa7 1 2.05 5427.1 -15419
## - ba54a2a637 1 2.10 5427.2 -15419
## - `63bcf89b1d` 1 2.21 5427.3 -15419
## - `2bc6ab42f7` 1 2.41 5427.5 -15418
## - `1f222e3669` 1 2.59 5427.7 -15418
## - `8de0382f02` 1 2.69 5427.8 -15417
## - b4112a94a6 1 2.69 5427.8 -15417
## - fe0318e273 1 2.75 5427.8 -15417
## - `3e200bf766` 1 3.45 5428.5 -15415
## - `384bec5dd1_1` 1 3.82 5428.9 -15414
## - `298ed82b22` 1 3.99 5429.1 -15414
## - ae08d2297e 1 4.05 5429.2 -15413
## - `29bbd86997` 1 4.24 5429.3 -15413
## - abca7a848f 1 5.31 5430.4 -15410
## - `49756d8e0f` 1 6.56 5431.7 -15406
## - `60ec1426ce` 1 6.91 5432.0 -15406
## - `016399044a` 1 12.24 5437.3 -15391
## - `1f3058af83` 1 12.47 5437.6 -15390
## - c0c3df65b1 1 15.10 5440.2 -15383
## - `087235d61e` 1 17.65 5442.8 -15376
## - f0a0febd35 1 17.88 5443.0 -15375
## - `7fe6cb4c98` 1 21.67 5446.8 -15364
## - f013b60e50 1 30.00 5455.1 -15341
## - a14fd026ce 1 33.70 5458.8 -15331
## - `5f360995ef` 1 36.05 5461.1 -15324
## - `87b982928b` 1 36.77 5461.9 -15322
## - ea0f4a32e3 1 48.07 5473.2 -15291
## - `174825d438` 1 65.36 5490.5 -15243
## - `8c2e088a3d` 1 74.46 5499.6 -15218
## - `8f5f7c556a` 1 81.89 5507.0 -15198
## - `2d7fe4693a` 1 88.97 5514.1 -15178
## - `7841b6a5b1` 1 118.82 5543.9 -15096
## - d2c775fa99 1 132.77 5557.9 -15058
## - beb6e17af1 1 174.50 5599.6 -14945
## - `5b862c0a8f` 1 200.29 5625.4 -14875
## - `9a575e82a4_1` 1 223.58 5648.7 -14813
## - e86a2190c1 1 224.21 5649.3 -14811
## - `6db53d265a` 1 243.77 5668.9 -14758
## - `06888ceac9_1` 1 246.02 5671.1 -14752
## - aee1e4fc85 1 291.05 5716.1 -14633
## - `253eb5ef11` 1 366.03 5791.1 -14435
##
## Step: AIC=-15424.72
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_5` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + `6db53d265a` + `5b862c0a8f` + beb6e17af1 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + `6516422788` +
## ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `04e7268385` + `8311343404` + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2a457d15d9` + fbf66c8021 + `77b3b41efa` +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `12eda2d982` + `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` +
## ba54a2a637 + `7925993f42` + `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_7` 1 0.31 5425.4 -15426
## - `8311343404` 1 0.33 5425.4 -15426
## - `7cb7913148_5` 1 0.33 5425.4 -15426
## - `3eb53ae932` 1 0.36 5425.5 -15426
## - c1b8ce2354 1 0.36 5425.5 -15426
## - `9b6e0b36c2` 1 0.40 5425.5 -15426
## - `6516422788` 1 0.44 5425.6 -15426
## - `173b6590ae` 1 0.47 5425.6 -15425
## - `77b3b41efa` 1 0.49 5425.6 -15425
## - `55907cc1de` 1 0.52 5425.6 -15425
## - fbf66c8021 1 0.55 5425.7 -15425
## - aa69c802b6 1 0.61 5425.7 -15425
## - `20f1afc5c7` 1 0.62 5425.7 -15425
## - `8a21502326` 1 0.62 5425.7 -15425
## - `2a457d15d9` 1 0.63 5425.7 -15425
## - `04e7268385` 1 0.66 5425.8 -15425
## <none> 5425.1 -15425
## - `96c30c7eef` 1 0.77 5425.9 -15425
## - `0b846350ef` 1 0.77 5425.9 -15425
## - `0e2ab0831c` 1 0.79 5425.9 -15424
## - `56371466d7` 1 0.92 5426.0 -15424
## - `96e6f0be58` 1 0.96 5426.1 -15424
## - `12eda2d982` 1 1.01 5426.1 -15424
## - ffd1cdcfc1 1 1.02 5426.1 -15424
## - `789b5244a9` 1 1.09 5426.2 -15424
## - ed7e658a27 1 1.10 5426.2 -15424
## - `25bbf0e7e7` 1 1.11 5426.2 -15424
## - f66b98dd69 1 1.15 5426.3 -15424
## - `65aed7dc1f` 1 1.17 5426.3 -15423
## + `7cb7913148_6` 1 0.25 5424.9 -15423
## + `2e874bc151` 1 0.24 5424.9 -15423
## + `55cf3f7627` 1 0.24 5424.9 -15423
## - `2719b72c0d` 1 1.21 5426.3 -15423
## + `4fc17427c8` 1 0.22 5424.9 -15423
## + `3df2300fa2` 1 0.20 5424.9 -15423
## + dcfcbc2ea1 1 0.20 5424.9 -15423
## + a24802caa5 1 0.18 5424.9 -15423
## + `7734c0c22f` 1 0.17 5424.9 -15423
## + `0342faceb5` 1 0.17 5424.9 -15423
## + e7ee22effb 1 0.15 5425.0 -15423
## + b709f75447 1 0.09 5425.0 -15423
## + `7743f273c2` 1 0.09 5425.0 -15423
## + e5efa4d39a 1 0.09 5425.0 -15423
## + e0a0772df0 1 0.06 5425.1 -15423
## + ee2ac696ff 1 0.05 5425.1 -15423
## + fe8cdd80ba 1 0.05 5425.1 -15423
## + fdf8628ca7 1 0.04 5425.1 -15423
## + `779d13189e` 1 0.03 5425.1 -15423
## + ac826f0013 1 0.03 5425.1 -15423
## + b9a487ac3c 1 0.02 5425.1 -15423
## + `7cb7913148_4` 1 0.02 5425.1 -15423
## + `7cb7913148_1` 1 0.02 5425.1 -15423
## + `435dec85e2` 1 0.02 5425.1 -15423
## + d4d6566f9c 1 0.02 5425.1 -15423
## + `4468394575` 1 0.01 5425.1 -15423
## + `072b7e8f27` 1 0.01 5425.1 -15423
## + `7cb7913148_2` 1 0.00 5425.1 -15423
## + d035af6ffa 1 0.00 5425.1 -15423
## + `99d44111c9` 1 0.00 5425.1 -15423
## + c58f611921 1 0.00 5425.1 -15423
## - `7cb7913148_3` 1 1.49 5426.6 -15423
## - `136c1727c3` 1 1.55 5426.7 -15422
## - `98475257f7` 1 1.56 5426.7 -15422
## - `7925993f42` 1 1.65 5426.8 -15422
## - `1fa099bb01` 1 1.67 5426.8 -15422
## - bdf934caa7 1 2.05 5427.2 -15421
## - ba54a2a637 1 2.10 5427.2 -15421
## - `63bcf89b1d` 1 2.20 5427.3 -15421
## - `2bc6ab42f7` 1 2.41 5427.5 -15420
## - `1f222e3669` 1 2.59 5427.7 -15420
## - `8de0382f02` 1 2.69 5427.8 -15419
## - b4112a94a6 1 2.69 5427.8 -15419
## - fe0318e273 1 2.75 5427.9 -15419
## - `3e200bf766` 1 3.45 5428.6 -15417
## - `384bec5dd1_1` 1 3.82 5428.9 -15416
## - `298ed82b22` 1 3.99 5429.1 -15416
## - ae08d2297e 1 4.05 5429.2 -15415
## - `29bbd86997` 1 4.23 5429.3 -15415
## - abca7a848f 1 5.31 5430.4 -15412
## - `49756d8e0f` 1 6.57 5431.7 -15408
## - `60ec1426ce` 1 6.91 5432.0 -15407
## - `016399044a` 1 12.24 5437.4 -15393
## - `1f3058af83` 1 12.47 5437.6 -15392
## - c0c3df65b1 1 15.09 5440.2 -15385
## - `087235d61e` 1 17.66 5442.8 -15377
## - f0a0febd35 1 17.88 5443.0 -15377
## - `7fe6cb4c98` 1 21.67 5446.8 -15366
## - f013b60e50 1 30.02 5455.1 -15343
## - a14fd026ce 1 33.72 5458.8 -15333
## - `5f360995ef` 1 36.06 5461.2 -15326
## - `87b982928b` 1 36.77 5461.9 -15324
## - ea0f4a32e3 1 48.09 5473.2 -15293
## - `174825d438` 1 65.44 5490.5 -15245
## - `8c2e088a3d` 1 74.47 5499.6 -15220
## - `8f5f7c556a` 1 81.88 5507.0 -15200
## - `2d7fe4693a` 1 88.96 5514.1 -15180
## - `7841b6a5b1` 1 118.83 5543.9 -15098
## - d2c775fa99 1 132.80 5557.9 -15060
## - beb6e17af1 1 174.48 5599.6 -14947
## - `5b862c0a8f` 1 200.33 5625.4 -14877
## - `9a575e82a4_1` 1 223.60 5648.7 -14814
## - e86a2190c1 1 224.20 5649.3 -14813
## - `6db53d265a` 1 243.76 5668.9 -14760
## - `06888ceac9_1` 1 246.02 5671.1 -14754
## - aee1e4fc85 1 291.19 5716.3 -14634
## - `253eb5ef11` 1 366.24 5791.4 -14436
##
## Step: AIC=-15425.86
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_5` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## `6db53d265a` + `5b862c0a8f` + beb6e17af1 + `7841b6a5b1` +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `04e7268385` + `8311343404` +
## `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## `55907cc1de` + `1f222e3669` + `789b5244a9` + `2a457d15d9` +
## fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `12eda2d982` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + ba54a2a637 + `7925993f42` + `0e2ab0831c` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `8311343404` 1 0.33 5425.7 -15427
## - `7cb7913148_5` 1 0.33 5425.8 -15427
## - `3eb53ae932` 1 0.36 5425.8 -15427
## - c1b8ce2354 1 0.36 5425.8 -15427
## - `9b6e0b36c2` 1 0.40 5425.8 -15427
## - `6516422788` 1 0.43 5425.8 -15427
## - `173b6590ae` 1 0.47 5425.9 -15427
## - `77b3b41efa` 1 0.50 5425.9 -15426
## - `55907cc1de` 1 0.53 5425.9 -15426
## - fbf66c8021 1 0.54 5426.0 -15426
## - aa69c802b6 1 0.61 5426.0 -15426
## - `20f1afc5c7` 1 0.62 5426.0 -15426
## - `8a21502326` 1 0.62 5426.0 -15426
## - `2a457d15d9` 1 0.63 5426.0 -15426
## - `04e7268385` 1 0.65 5426.1 -15426
## <none> 5425.4 -15426
## - `96c30c7eef` 1 0.77 5426.2 -15426
## - `0b846350ef` 1 0.77 5426.2 -15426
## - `0e2ab0831c` 1 0.79 5426.2 -15426
## - `56371466d7` 1 0.91 5426.3 -15425
## - `96e6f0be58` 1 0.95 5426.4 -15425
## - ffd1cdcfc1 1 1.02 5426.4 -15425
## - `12eda2d982` 1 1.02 5426.4 -15425
## - `789b5244a9` 1 1.09 5426.5 -15425
## - ed7e658a27 1 1.10 5426.5 -15425
## - `25bbf0e7e7` 1 1.12 5426.5 -15425
## + `7cb7913148_7` 1 0.31 5425.1 -15425
## - f66b98dd69 1 1.14 5426.6 -15425
## + `7cb7913148_6` 1 0.25 5425.2 -15425
## + `2e874bc151` 1 0.25 5425.2 -15425
## + `55cf3f7627` 1 0.25 5425.2 -15425
## - `65aed7dc1f` 1 1.19 5426.6 -15424
## - `2719b72c0d` 1 1.19 5426.6 -15424
## + `4fc17427c8` 1 0.22 5425.2 -15424
## + dcfcbc2ea1 1 0.19 5425.2 -15424
## + `3df2300fa2` 1 0.19 5425.2 -15424
## + a24802caa5 1 0.19 5425.2 -15424
## + `7734c0c22f` 1 0.17 5425.2 -15424
## + `0342faceb5` 1 0.17 5425.2 -15424
## + e7ee22effb 1 0.15 5425.3 -15424
## + b709f75447 1 0.09 5425.3 -15424
## + `7743f273c2` 1 0.09 5425.3 -15424
## + e5efa4d39a 1 0.09 5425.3 -15424
## + e0a0772df0 1 0.06 5425.4 -15424
## + ee2ac696ff 1 0.05 5425.4 -15424
## + fe8cdd80ba 1 0.05 5425.4 -15424
## + fdf8628ca7 1 0.05 5425.4 -15424
## + `779d13189e` 1 0.03 5425.4 -15424
## + ac826f0013 1 0.03 5425.4 -15424
## + b9a487ac3c 1 0.02 5425.4 -15424
## + `7cb7913148_4` 1 0.02 5425.4 -15424
## + `435dec85e2` 1 0.02 5425.4 -15424
## + d4d6566f9c 1 0.01 5425.4 -15424
## + `7cb7913148_1` 1 0.01 5425.4 -15424
## + `4468394575` 1 0.01 5425.4 -15424
## + `072b7e8f27` 1 0.01 5425.4 -15424
## + `7cb7913148_2` 1 0.00 5425.4 -15424
## + d035af6ffa 1 0.00 5425.4 -15424
## + `99d44111c9` 1 0.00 5425.4 -15424
## + c58f611921 1 0.00 5425.4 -15424
## - `7cb7913148_3` 1 1.49 5426.9 -15424
## - `136c1727c3` 1 1.56 5427.0 -15424
## - `98475257f7` 1 1.56 5427.0 -15424
## - `1fa099bb01` 1 1.66 5427.1 -15423
## - `7925993f42` 1 1.66 5427.1 -15423
## - bdf934caa7 1 2.06 5427.5 -15422
## - ba54a2a637 1 2.10 5427.5 -15422
## - `63bcf89b1d` 1 2.20 5427.6 -15422
## - `2bc6ab42f7` 1 2.40 5427.8 -15421
## - `1f222e3669` 1 2.60 5428.0 -15421
## - `8de0382f02` 1 2.68 5428.1 -15420
## - b4112a94a6 1 2.68 5428.1 -15420
## - fe0318e273 1 2.70 5428.1 -15420
## - `3e200bf766` 1 3.43 5428.8 -15418
## - `384bec5dd1_1` 1 3.79 5429.2 -15417
## - `298ed82b22` 1 4.03 5429.5 -15417
## - ae08d2297e 1 4.09 5429.5 -15416
## - `29bbd86997` 1 4.25 5429.7 -15416
## - abca7a848f 1 5.34 5430.8 -15413
## - `49756d8e0f` 1 6.58 5432.0 -15410
## - `60ec1426ce` 1 6.90 5432.3 -15409
## - `016399044a` 1 12.22 5437.6 -15394
## - `1f3058af83` 1 12.56 5438.0 -15393
## - c0c3df65b1 1 15.07 5440.5 -15386
## - `087235d61e` 1 17.68 5443.1 -15378
## - f0a0febd35 1 17.88 5443.3 -15378
## - `7fe6cb4c98` 1 21.70 5447.1 -15367
## - f013b60e50 1 30.06 5455.5 -15344
## - a14fd026ce 1 33.79 5459.2 -15334
## - `5f360995ef` 1 36.04 5461.5 -15328
## - `87b982928b` 1 36.71 5462.1 -15326
## - ea0f4a32e3 1 48.08 5473.5 -15294
## - `174825d438` 1 65.47 5490.9 -15246
## - `8c2e088a3d` 1 74.47 5499.9 -15221
## - `8f5f7c556a` 1 81.87 5507.3 -15201
## - `2d7fe4693a` 1 88.84 5514.3 -15182
## - `7841b6a5b1` 1 118.87 5544.3 -15099
## - d2c775fa99 1 132.67 5558.1 -15062
## - beb6e17af1 1 174.75 5600.2 -14947
## - `5b862c0a8f` 1 200.31 5625.7 -14878
## - `9a575e82a4_1` 1 223.66 5649.1 -14816
## - e86a2190c1 1 224.28 5649.7 -14814
## - `6db53d265a` 1 243.79 5669.2 -14762
## - `06888ceac9_1` 1 246.11 5671.5 -14755
## - aee1e4fc85 1 291.46 5716.9 -14635
## - `253eb5ef11` 1 366.22 5791.6 -14438
##
## Step: AIC=-15426.94
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_5` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## `6db53d265a` + `5b862c0a8f` + beb6e17af1 + `7841b6a5b1` +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `04e7268385` + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2a457d15d9` + fbf66c8021 +
## `77b3b41efa` + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `12eda2d982` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + ba54a2a637 + `7925993f42` + `0e2ab0831c` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_5` 1 0.34 5426.1 -15428
## - `3eb53ae932` 1 0.37 5426.1 -15428
## - c1b8ce2354 1 0.37 5426.1 -15428
## - `9b6e0b36c2` 1 0.41 5426.2 -15428
## - `6516422788` 1 0.43 5426.2 -15428
## - `173b6590ae` 1 0.47 5426.2 -15428
## - `77b3b41efa` 1 0.49 5426.2 -15428
## - `55907cc1de` 1 0.52 5426.3 -15428
## - fbf66c8021 1 0.54 5426.3 -15427
## - `8a21502326` 1 0.61 5426.4 -15427
## - aa69c802b6 1 0.61 5426.4 -15427
## - `20f1afc5c7` 1 0.61 5426.4 -15427
## - `2a457d15d9` 1 0.63 5426.4 -15427
## - `04e7268385` 1 0.65 5426.4 -15427
## <none> 5425.7 -15427
## - `96c30c7eef` 1 0.76 5426.5 -15427
## - `0e2ab0831c` 1 0.77 5426.5 -15427
## - `0b846350ef` 1 0.78 5426.5 -15427
## - `56371466d7` 1 0.92 5426.7 -15426
## - `96e6f0be58` 1 0.93 5426.7 -15426
## - ffd1cdcfc1 1 1.03 5426.8 -15426
## - `12eda2d982` 1 1.04 5426.8 -15426
## - `789b5244a9` 1 1.08 5426.8 -15426
## - ed7e658a27 1 1.09 5426.8 -15426
## - `25bbf0e7e7` 1 1.09 5426.8 -15426
## + `8311343404` 1 0.33 5425.4 -15426
## + `7cb7913148_7` 1 0.31 5425.4 -15426
## - f66b98dd69 1 1.15 5426.9 -15426
## + `2e874bc151` 1 0.25 5425.5 -15426
## + `55cf3f7627` 1 0.25 5425.5 -15426
## + `7cb7913148_6` 1 0.24 5425.5 -15426
## - `65aed7dc1f` 1 1.20 5426.9 -15426
## - `2719b72c0d` 1 1.20 5427.0 -15426
## + `4fc17427c8` 1 0.22 5425.5 -15426
## + dcfcbc2ea1 1 0.19 5425.6 -15426
## + `3df2300fa2` 1 0.19 5425.6 -15426
## + a24802caa5 1 0.18 5425.6 -15425
## + `0342faceb5` 1 0.17 5425.6 -15425
## + `7734c0c22f` 1 0.17 5425.6 -15425
## + e7ee22effb 1 0.15 5425.6 -15425
## + `7743f273c2` 1 0.09 5425.7 -15425
## + b709f75447 1 0.09 5425.7 -15425
## + e5efa4d39a 1 0.08 5425.7 -15425
## + e0a0772df0 1 0.06 5425.7 -15425
## + ee2ac696ff 1 0.05 5425.7 -15425
## + fe8cdd80ba 1 0.05 5425.7 -15425
## + fdf8628ca7 1 0.05 5425.7 -15425
## + `779d13189e` 1 0.03 5425.7 -15425
## + ac826f0013 1 0.02 5425.7 -15425
## + b9a487ac3c 1 0.02 5425.7 -15425
## + `7cb7913148_4` 1 0.02 5425.7 -15425
## + `435dec85e2` 1 0.02 5425.7 -15425
## + d4d6566f9c 1 0.02 5425.7 -15425
## + `7cb7913148_1` 1 0.01 5425.7 -15425
## + `4468394575` 1 0.01 5425.7 -15425
## + `072b7e8f27` 1 0.01 5425.7 -15425
## + `7cb7913148_2` 1 0.01 5425.7 -15425
## + d035af6ffa 1 0.00 5425.7 -15425
## + `99d44111c9` 1 0.00 5425.7 -15425
## + c58f611921 1 0.00 5425.7 -15425
## - `7cb7913148_3` 1 1.49 5427.2 -15425
## - `136c1727c3` 1 1.56 5427.3 -15425
## - `98475257f7` 1 1.59 5427.3 -15424
## - `7925993f42` 1 1.65 5427.4 -15424
## - `1fa099bb01` 1 1.67 5427.4 -15424
## - bdf934caa7 1 2.06 5427.8 -15423
## - ba54a2a637 1 2.09 5427.8 -15423
## - `63bcf89b1d` 1 2.21 5428.0 -15423
## - `2bc6ab42f7` 1 2.37 5428.1 -15422
## - `1f222e3669` 1 2.57 5428.3 -15422
## - `8de0382f02` 1 2.68 5428.4 -15422
## - b4112a94a6 1 2.68 5428.4 -15422
## - fe0318e273 1 2.69 5428.4 -15421
## - `3e200bf766` 1 3.46 5429.2 -15419
## - `384bec5dd1_1` 1 3.79 5429.5 -15418
## - `298ed82b22` 1 4.05 5429.8 -15418
## - ae08d2297e 1 4.08 5429.8 -15418
## - `29bbd86997` 1 4.27 5430.0 -15417
## - abca7a848f 1 5.34 5431.1 -15414
## - `49756d8e0f` 1 6.57 5432.3 -15411
## - `60ec1426ce` 1 6.85 5432.6 -15410
## - `016399044a` 1 12.19 5437.9 -15395
## - `1f3058af83` 1 12.52 5438.3 -15394
## - c0c3df65b1 1 15.04 5440.8 -15387
## - `087235d61e` 1 17.62 5443.4 -15380
## - f0a0febd35 1 17.94 5443.7 -15379
## - `7fe6cb4c98` 1 21.74 5447.5 -15368
## - f013b60e50 1 30.04 5455.8 -15345
## - a14fd026ce 1 33.95 5459.7 -15334
## - `5f360995ef` 1 36.17 5461.9 -15328
## - `87b982928b` 1 36.67 5462.4 -15327
## - ea0f4a32e3 1 48.07 5473.8 -15295
## - `174825d438` 1 65.49 5491.2 -15247
## - `8c2e088a3d` 1 74.49 5500.2 -15222
## - `8f5f7c556a` 1 81.84 5507.6 -15202
## - `2d7fe4693a` 1 88.84 5514.6 -15183
## - `7841b6a5b1` 1 118.72 5544.5 -15101
## - d2c775fa99 1 132.73 5558.5 -15063
## - beb6e17af1 1 174.76 5600.5 -14948
## - `5b862c0a8f` 1 200.32 5626.1 -14879
## - `9a575e82a4_1` 1 223.68 5649.4 -14816
## - e86a2190c1 1 224.37 5650.1 -14815
## - `6db53d265a` 1 243.79 5669.5 -14763
## - `06888ceac9_1` 1 246.15 5671.9 -14756
## - aee1e4fc85 1 291.53 5717.3 -14636
## - `253eb5ef11` 1 366.35 5792.1 -14438
##
## Step: AIC=-15427.99
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + `6516422788` +
## ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `04e7268385` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + `12eda2d982` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + ba54a2a637 + `7925993f42` +
## `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `3eb53ae932` 1 0.37 5426.5 -15429
## - c1b8ce2354 1 0.37 5426.5 -15429
## - `9b6e0b36c2` 1 0.41 5426.5 -15429
## - `6516422788` 1 0.44 5426.5 -15429
## - `173b6590ae` 1 0.47 5426.6 -15429
## - `77b3b41efa` 1 0.49 5426.6 -15429
## - `55907cc1de` 1 0.53 5426.6 -15428
## - fbf66c8021 1 0.55 5426.6 -15428
## - `8a21502326` 1 0.61 5426.7 -15428
## - `20f1afc5c7` 1 0.62 5426.7 -15428
## - `2a457d15d9` 1 0.63 5426.7 -15428
## - `04e7268385` 1 0.65 5426.7 -15428
## - aa69c802b6 1 0.66 5426.7 -15428
## <none> 5426.1 -15428
## - `96c30c7eef` 1 0.76 5426.8 -15428
## - `0e2ab0831c` 1 0.77 5426.9 -15428
## - `0b846350ef` 1 0.78 5426.9 -15428
## - `56371466d7` 1 0.92 5427.0 -15427
## - `96e6f0be58` 1 0.94 5427.0 -15427
## - ffd1cdcfc1 1 1.01 5427.1 -15427
## - `12eda2d982` 1 1.06 5427.1 -15427
## - `789b5244a9` 1 1.07 5427.2 -15427
## - ed7e658a27 1 1.09 5427.2 -15427
## + `7cb7913148_5` 1 0.34 5425.7 -15427
## + `8311343404` 1 0.34 5425.8 -15427
## - `25bbf0e7e7` 1 1.10 5427.2 -15427
## + `7cb7913148_7` 1 0.30 5425.8 -15427
## - f66b98dd69 1 1.14 5427.2 -15427
## + `55cf3f7627` 1 0.25 5425.8 -15427
## + `7cb7913148_6` 1 0.24 5425.8 -15427
## + `2e874bc151` 1 0.24 5425.8 -15427
## - `2719b72c0d` 1 1.19 5427.3 -15427
## - `65aed7dc1f` 1 1.19 5427.3 -15427
## + `4fc17427c8` 1 0.22 5425.9 -15427
## + dcfcbc2ea1 1 0.19 5425.9 -15426
## + `3df2300fa2` 1 0.19 5425.9 -15426
## + a24802caa5 1 0.18 5425.9 -15426
## + `0342faceb5` 1 0.17 5425.9 -15426
## + `7734c0c22f` 1 0.17 5425.9 -15426
## + e7ee22effb 1 0.15 5425.9 -15426
## + `7743f273c2` 1 0.09 5426.0 -15426
## + b709f75447 1 0.09 5426.0 -15426
## + e5efa4d39a 1 0.08 5426.0 -15426
## + e0a0772df0 1 0.06 5426.0 -15426
## + ee2ac696ff 1 0.05 5426.0 -15426
## + fdf8628ca7 1 0.05 5426.0 -15426
## + fe8cdd80ba 1 0.04 5426.0 -15426
## + `779d13189e` 1 0.03 5426.1 -15426
## + ac826f0013 1 0.02 5426.1 -15426
## + b9a487ac3c 1 0.02 5426.1 -15426
## + `7cb7913148_4` 1 0.02 5426.1 -15426
## + `435dec85e2` 1 0.01 5426.1 -15426
## + d4d6566f9c 1 0.01 5426.1 -15426
## + `4468394575` 1 0.01 5426.1 -15426
## + `072b7e8f27` 1 0.01 5426.1 -15426
## + `7cb7913148_1` 1 0.01 5426.1 -15426
## + `7cb7913148_2` 1 0.00 5426.1 -15426
## + d035af6ffa 1 0.00 5426.1 -15426
## + `99d44111c9` 1 0.00 5426.1 -15426
## + c58f611921 1 0.00 5426.1 -15426
## - `7cb7913148_3` 1 1.47 5427.6 -15426
## - `98475257f7` 1 1.56 5427.7 -15426
## - `136c1727c3` 1 1.57 5427.7 -15426
## - `7925993f42` 1 1.64 5427.7 -15425
## - `1fa099bb01` 1 1.67 5427.8 -15425
## - bdf934caa7 1 2.07 5428.2 -15424
## - ba54a2a637 1 2.09 5428.2 -15424
## - `63bcf89b1d` 1 2.21 5428.3 -15424
## - `2bc6ab42f7` 1 2.38 5428.5 -15423
## - `1f222e3669` 1 2.58 5428.7 -15423
## - `8de0382f02` 1 2.69 5428.8 -15422
## - b4112a94a6 1 2.70 5428.8 -15422
## - fe0318e273 1 2.70 5428.8 -15422
## - `3e200bf766` 1 3.47 5429.6 -15420
## - `384bec5dd1_1` 1 3.77 5429.9 -15420
## - `298ed82b22` 1 4.06 5430.1 -15419
## - ae08d2297e 1 4.13 5430.2 -15418
## - `29bbd86997` 1 4.27 5430.4 -15418
## - abca7a848f 1 5.34 5431.4 -15415
## - `49756d8e0f` 1 6.60 5432.7 -15412
## - `60ec1426ce` 1 6.81 5432.9 -15411
## - `016399044a` 1 12.15 5438.2 -15396
## - `1f3058af83` 1 12.56 5438.7 -15395
## - c0c3df65b1 1 15.02 5441.1 -15388
## - `087235d61e` 1 17.58 5443.7 -15381
## - f0a0febd35 1 17.96 5444.0 -15380
## - `7fe6cb4c98` 1 21.67 5447.8 -15370
## - f013b60e50 1 30.16 5456.3 -15346
## - a14fd026ce 1 33.95 5460.0 -15336
## - `5f360995ef` 1 36.22 5462.3 -15329
## - `87b982928b` 1 36.70 5462.8 -15328
## - ea0f4a32e3 1 48.07 5474.2 -15296
## - `174825d438` 1 65.66 5491.7 -15248
## - `8c2e088a3d` 1 74.58 5500.7 -15223
## - `8f5f7c556a` 1 81.83 5507.9 -15203
## - `2d7fe4693a` 1 88.94 5515.0 -15184
## - `7841b6a5b1` 1 118.69 5544.8 -15102
## - d2c775fa99 1 132.70 5558.8 -15064
## - beb6e17af1 1 174.69 5600.8 -14950
## - `5b862c0a8f` 1 200.33 5626.4 -14880
## - `9a575e82a4_1` 1 223.71 5649.8 -14818
## - e86a2190c1 1 224.43 5650.5 -14816
## - `6db53d265a` 1 243.69 5669.8 -14764
## - `06888ceac9_1` 1 246.31 5672.4 -14757
## - aee1e4fc85 1 291.31 5717.4 -14637
## - `253eb5ef11` 1 366.52 5792.6 -14439
##
## Step: AIC=-15428.96
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `04e7268385` + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2a457d15d9` + fbf66c8021 +
## `77b3b41efa` + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `12eda2d982` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + ba54a2a637 + `7925993f42` + `0e2ab0831c` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - c1b8ce2354 1 0.24 5426.7 -15430
## - `9b6e0b36c2` 1 0.40 5426.9 -15430
## - `6516422788` 1 0.44 5426.9 -15430
## - `173b6590ae` 1 0.46 5426.9 -15430
## - `77b3b41efa` 1 0.50 5427.0 -15430
## - `55907cc1de` 1 0.52 5427.0 -15430
## - fbf66c8021 1 0.55 5427.0 -15429
## - `8a21502326` 1 0.60 5427.1 -15429
## - `2a457d15d9` 1 0.62 5427.1 -15429
## - `20f1afc5c7` 1 0.63 5427.1 -15429
## - `04e7268385` 1 0.66 5427.1 -15429
## - aa69c802b6 1 0.66 5427.1 -15429
## <none> 5426.5 -15429
## - `96c30c7eef` 1 0.77 5427.2 -15429
## - `0e2ab0831c` 1 0.77 5427.2 -15429
## - `0b846350ef` 1 0.78 5427.2 -15429
## - `56371466d7` 1 0.93 5427.4 -15428
## - `96e6f0be58` 1 0.94 5427.4 -15428
## - ffd1cdcfc1 1 1.02 5427.5 -15428
## - `12eda2d982` 1 1.05 5427.5 -15428
## + `3eb53ae932` 1 0.37 5426.1 -15428
## - `789b5244a9` 1 1.07 5427.5 -15428
## - ed7e658a27 1 1.08 5427.5 -15428
## + `7cb7913148_5` 1 0.34 5426.1 -15428
## + `8311343404` 1 0.34 5426.1 -15428
## - `25bbf0e7e7` 1 1.11 5427.6 -15428
## + `7cb7913148_7` 1 0.31 5426.1 -15428
## - f66b98dd69 1 1.14 5427.6 -15428
## + `7cb7913148_6` 1 0.25 5426.2 -15428
## + `55cf3f7627` 1 0.25 5426.2 -15428
## + `2e874bc151` 1 0.24 5426.2 -15428
## - `2719b72c0d` 1 1.19 5427.6 -15428
## - `65aed7dc1f` 1 1.20 5427.7 -15428
## + `4fc17427c8` 1 0.23 5426.2 -15428
## + dcfcbc2ea1 1 0.20 5426.3 -15428
## + `3df2300fa2` 1 0.20 5426.3 -15428
## + `7734c0c22f` 1 0.17 5426.3 -15428
## + a24802caa5 1 0.17 5426.3 -15427
## + `0342faceb5` 1 0.17 5426.3 -15427
## + e7ee22effb 1 0.15 5426.3 -15427
## + e5efa4d39a 1 0.09 5426.4 -15427
## + `7743f273c2` 1 0.09 5426.4 -15427
## + b709f75447 1 0.09 5426.4 -15427
## + e0a0772df0 1 0.06 5426.4 -15427
## + ee2ac696ff 1 0.06 5426.4 -15427
## + fdf8628ca7 1 0.05 5426.4 -15427
## + fe8cdd80ba 1 0.05 5426.4 -15427
## + `779d13189e` 1 0.03 5426.4 -15427
## + ac826f0013 1 0.02 5426.4 -15427
## + b9a487ac3c 1 0.02 5426.4 -15427
## + `7cb7913148_4` 1 0.02 5426.4 -15427
## + `435dec85e2` 1 0.01 5426.4 -15427
## + d4d6566f9c 1 0.01 5426.4 -15427
## + `4468394575` 1 0.01 5426.4 -15427
## + `072b7e8f27` 1 0.01 5426.4 -15427
## + `7cb7913148_1` 1 0.01 5426.4 -15427
## + `7cb7913148_2` 1 0.00 5426.5 -15427
## + d035af6ffa 1 0.00 5426.5 -15427
## + `99d44111c9` 1 0.00 5426.5 -15427
## + c58f611921 1 0.00 5426.5 -15427
## - `7cb7913148_3` 1 1.47 5427.9 -15427
## - `98475257f7` 1 1.55 5428.0 -15427
## - `136c1727c3` 1 1.56 5428.0 -15427
## - `7925993f42` 1 1.62 5428.1 -15426
## - `1fa099bb01` 1 1.68 5428.1 -15426
## - bdf934caa7 1 2.05 5428.5 -15425
## - ba54a2a637 1 2.07 5428.5 -15425
## - `63bcf89b1d` 1 2.23 5428.7 -15425
## - `2bc6ab42f7` 1 2.38 5428.8 -15424
## - `1f222e3669` 1 2.56 5429.0 -15424
## - `8de0382f02` 1 2.70 5429.2 -15423
## - b4112a94a6 1 2.70 5429.2 -15423
## - fe0318e273 1 2.71 5429.2 -15423
## - `3e200bf766` 1 3.47 5429.9 -15421
## - `384bec5dd1_1` 1 3.77 5430.2 -15420
## - `298ed82b22` 1 4.02 5430.5 -15420
## - ae08d2297e 1 4.13 5430.6 -15419
## - `29bbd86997` 1 4.25 5430.7 -15419
## - abca7a848f 1 5.37 5431.8 -15416
## - `49756d8e0f` 1 6.56 5433.0 -15413
## - `60ec1426ce` 1 6.76 5433.2 -15412
## - `016399044a` 1 12.21 5438.7 -15397
## - `1f3058af83` 1 12.50 5439.0 -15396
## - c0c3df65b1 1 15.08 5441.5 -15389
## - `087235d61e` 1 17.60 5444.1 -15382
## - f0a0febd35 1 17.90 5444.4 -15381
## - `7fe6cb4c98` 1 21.60 5448.1 -15371
## - f013b60e50 1 30.17 5456.6 -15347
## - a14fd026ce 1 33.88 5460.3 -15337
## - `5f360995ef` 1 36.30 5462.8 -15330
## - `87b982928b` 1 36.79 5463.2 -15328
## - ea0f4a32e3 1 48.10 5474.6 -15297
## - `174825d438` 1 65.68 5492.1 -15249
## - `8c2e088a3d` 1 74.50 5501.0 -15224
## - `8f5f7c556a` 1 81.84 5508.3 -15204
## - `2d7fe4693a` 1 88.97 5515.4 -15184
## - `7841b6a5b1` 1 118.71 5545.2 -15103
## - d2c775fa99 1 132.79 5559.2 -15064
## - beb6e17af1 1 175.04 5601.5 -14950
## - `5b862c0a8f` 1 200.38 5626.8 -14881
## - `9a575e82a4_1` 1 223.69 5650.1 -14819
## - e86a2190c1 1 224.34 5650.8 -14817
## - `6db53d265a` 1 243.76 5670.2 -14765
## - `06888ceac9_1` 1 246.72 5673.2 -14757
## - aee1e4fc85 1 291.31 5717.8 -14638
## - `253eb5ef11` 1 366.53 5793.0 -14440
##
## Step: AIC=-15430.29
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `04e7268385` + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + `55907cc1de` + `1f222e3669` +
## `789b5244a9` + `2a457d15d9` + fbf66c8021 + `77b3b41efa` +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `12eda2d982` + `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` +
## ba54a2a637 + `7925993f42` + `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `6516422788` 1 0.25 5426.9 -15432
## - `9b6e0b36c2` 1 0.40 5427.1 -15431
## - `173b6590ae` 1 0.47 5427.2 -15431
## - `77b3b41efa` 1 0.50 5427.2 -15431
## - `55907cc1de` 1 0.53 5427.2 -15431
## - fbf66c8021 1 0.56 5427.3 -15431
## - `8a21502326` 1 0.57 5427.3 -15431
## - `2a457d15d9` 1 0.62 5427.3 -15431
## - `20f1afc5c7` 1 0.63 5427.3 -15430
## - `04e7268385` 1 0.65 5427.4 -15430
## - aa69c802b6 1 0.66 5427.4 -15430
## <none> 5426.7 -15430
## - `0e2ab0831c` 1 0.77 5427.5 -15430
## - `0b846350ef` 1 0.78 5427.5 -15430
## - `56371466d7` 1 0.92 5427.6 -15430
## - `96e6f0be58` 1 0.93 5427.6 -15430
## - ffd1cdcfc1 1 1.00 5427.7 -15430
## - `96c30c7eef` 1 1.04 5427.7 -15429
## - `12eda2d982` 1 1.05 5427.8 -15429
## - `789b5244a9` 1 1.07 5427.8 -15429
## + `7cb7913148_5` 1 0.35 5426.3 -15429
## - `25bbf0e7e7` 1 1.09 5427.8 -15429
## - ed7e658a27 1 1.09 5427.8 -15429
## + `8311343404` 1 0.33 5426.4 -15429
## + `7cb7913148_7` 1 0.31 5426.4 -15429
## + `7cb7913148_6` 1 0.25 5426.4 -15429
## + `2e874bc151` 1 0.24 5426.5 -15429
## + `55cf3f7627` 1 0.24 5426.5 -15429
## + c1b8ce2354 1 0.24 5426.5 -15429
## + `3eb53ae932` 1 0.24 5426.5 -15429
## - `65aed7dc1f` 1 1.19 5427.9 -15429
## + `4fc17427c8` 1 0.22 5426.5 -15429
## + dcfcbc2ea1 1 0.19 5426.5 -15429
## + `3df2300fa2` 1 0.19 5426.5 -15429
## + `7734c0c22f` 1 0.18 5426.5 -15429
## + a24802caa5 1 0.18 5426.5 -15429
## + `0342faceb5` 1 0.17 5426.5 -15429
## + e7ee22effb 1 0.16 5426.5 -15429
## + b709f75447 1 0.09 5426.6 -15428
## + e5efa4d39a 1 0.09 5426.6 -15428
## + `7743f273c2` 1 0.08 5426.6 -15428
## + e0a0772df0 1 0.06 5426.6 -15428
## + ee2ac696ff 1 0.05 5426.6 -15428
## + fdf8628ca7 1 0.05 5426.7 -15428
## + fe8cdd80ba 1 0.04 5426.7 -15428
## + `779d13189e` 1 0.03 5426.7 -15428
## + ac826f0013 1 0.02 5426.7 -15428
## + b9a487ac3c 1 0.02 5426.7 -15428
## + `7cb7913148_4` 1 0.02 5426.7 -15428
## + `435dec85e2` 1 0.01 5426.7 -15428
## + d4d6566f9c 1 0.01 5426.7 -15428
## + `072b7e8f27` 1 0.01 5426.7 -15428
## + `4468394575` 1 0.01 5426.7 -15428
## + `7cb7913148_1` 1 0.01 5426.7 -15428
## + `7cb7913148_2` 1 0.00 5426.7 -15428
## + d035af6ffa 1 0.00 5426.7 -15428
## + `99d44111c9` 1 0.00 5426.7 -15428
## + c58f611921 1 0.00 5426.7 -15428
## - `7cb7913148_3` 1 1.49 5428.2 -15428
## - `136c1727c3` 1 1.55 5428.2 -15428
## - `98475257f7` 1 1.56 5428.3 -15428
## - `7925993f42` 1 1.62 5428.3 -15428
## - `1fa099bb01` 1 1.68 5428.4 -15428
## - bdf934caa7 1 2.05 5428.7 -15427
## - ba54a2a637 1 2.07 5428.8 -15426
## - `63bcf89b1d` 1 2.24 5428.9 -15426
## - `2bc6ab42f7` 1 2.37 5429.1 -15426
## - `1f222e3669` 1 2.54 5429.2 -15425
## - `8de0382f02` 1 2.67 5429.4 -15425
## - b4112a94a6 1 2.67 5429.4 -15425
## - fe0318e273 1 2.71 5429.4 -15425
## - `3e200bf766` 1 3.45 5430.2 -15423
## - f66b98dd69 1 3.77 5430.5 -15422
## - `384bec5dd1_1` 1 3.79 5430.5 -15422
## - `2719b72c0d` 1 3.90 5430.6 -15421
## - `298ed82b22` 1 4.01 5430.7 -15421
## - ae08d2297e 1 4.11 5430.8 -15421
## - `29bbd86997` 1 4.27 5431.0 -15420
## - abca7a848f 1 5.38 5432.1 -15417
## - `49756d8e0f` 1 6.54 5433.2 -15414
## - `60ec1426ce` 1 6.74 5433.4 -15414
## - `016399044a` 1 12.21 5438.9 -15398
## - `1f3058af83` 1 12.52 5439.2 -15397
## - c0c3df65b1 1 15.04 5441.7 -15390
## - `087235d61e` 1 17.67 5444.4 -15383
## - f0a0febd35 1 17.93 5444.6 -15382
## - `7fe6cb4c98` 1 21.64 5448.3 -15372
## - f013b60e50 1 30.15 5456.9 -15348
## - a14fd026ce 1 33.87 5460.6 -15338
## - `5f360995ef` 1 36.30 5463.0 -15331
## - `87b982928b` 1 36.83 5463.5 -15330
## - ea0f4a32e3 1 48.13 5474.8 -15298
## - `174825d438` 1 65.70 5492.4 -15250
## - `8c2e088a3d` 1 74.61 5501.3 -15225
## - `8f5f7c556a` 1 81.70 5508.4 -15206
## - `2d7fe4693a` 1 88.88 5515.6 -15186
## - `7841b6a5b1` 1 118.64 5545.3 -15104
## - d2c775fa99 1 132.80 5559.5 -15066
## - beb6e17af1 1 175.06 5601.8 -14951
## - `5b862c0a8f` 1 200.50 5627.2 -14882
## - `9a575e82a4_1` 1 223.81 5650.5 -14820
## - e86a2190c1 1 224.28 5651.0 -14818
## - `6db53d265a` 1 243.80 5670.5 -14766
## - `06888ceac9_1` 1 246.75 5673.5 -14758
## - aee1e4fc85 1 291.33 5718.0 -14640
## - `253eb5ef11` 1 366.37 5793.1 -14442
##
## Step: AIC=-15431.6
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `04e7268385` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + `12eda2d982` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + ba54a2a637 + `7925993f42` +
## `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `9b6e0b36c2` 1 0.40 5427.3 -15432
## - `173b6590ae` 1 0.47 5427.4 -15432
## - `77b3b41efa` 1 0.49 5427.4 -15432
## - `55907cc1de` 1 0.54 5427.5 -15432
## - fbf66c8021 1 0.55 5427.5 -15432
## - `8a21502326` 1 0.60 5427.5 -15432
## - `2a457d15d9` 1 0.62 5427.6 -15432
## - `20f1afc5c7` 1 0.62 5427.6 -15432
## - aa69c802b6 1 0.67 5427.6 -15432
## - `04e7268385` 1 0.67 5427.6 -15432
## <none> 5426.9 -15432
## - `0e2ab0831c` 1 0.76 5427.7 -15432
## - `0b846350ef` 1 0.78 5427.7 -15431
## - `96e6f0be58` 1 0.92 5427.9 -15431
## - `96c30c7eef` 1 0.92 5427.9 -15431
## - `56371466d7` 1 0.95 5427.9 -15431
## - ffd1cdcfc1 1 1.01 5428.0 -15431
## - `12eda2d982` 1 1.06 5428.0 -15431
## + `7cb7913148_5` 1 0.35 5426.6 -15431
## - `25bbf0e7e7` 1 1.08 5428.0 -15431
## - `789b5244a9` 1 1.09 5428.0 -15431
## + `8311343404` 1 0.34 5426.6 -15430
## - ed7e658a27 1 1.10 5428.0 -15430
## + `7cb7913148_7` 1 0.30 5426.6 -15430
## + `7cb7913148_6` 1 0.25 5426.7 -15430
## + `6516422788` 1 0.25 5426.7 -15430
## + `2e874bc151` 1 0.25 5426.7 -15430
## + `55cf3f7627` 1 0.25 5426.7 -15430
## - `65aed7dc1f` 1 1.20 5428.1 -15430
## + `4fc17427c8` 1 0.22 5426.7 -15430
## + `3df2300fa2` 1 0.20 5426.7 -15430
## + dcfcbc2ea1 1 0.20 5426.7 -15430
## + `7734c0c22f` 1 0.18 5426.8 -15430
## + a24802caa5 1 0.17 5426.8 -15430
## + `0342faceb5` 1 0.17 5426.8 -15430
## + e7ee22effb 1 0.16 5426.8 -15430
## + e5efa4d39a 1 0.09 5426.9 -15430
## + b709f75447 1 0.09 5426.9 -15430
## + `7743f273c2` 1 0.09 5426.9 -15430
## + e0a0772df0 1 0.06 5426.9 -15430
## + ee2ac696ff 1 0.05 5426.9 -15430
## + c1b8ce2354 1 0.05 5426.9 -15430
## + `3eb53ae932` 1 0.05 5426.9 -15430
## + fdf8628ca7 1 0.04 5426.9 -15430
## + fe8cdd80ba 1 0.04 5426.9 -15430
## + `779d13189e` 1 0.03 5426.9 -15430
## + ac826f0013 1 0.02 5426.9 -15430
## + b9a487ac3c 1 0.02 5426.9 -15430
## + `7cb7913148_4` 1 0.02 5426.9 -15430
## + `435dec85e2` 1 0.01 5426.9 -15430
## + d4d6566f9c 1 0.01 5426.9 -15430
## + `072b7e8f27` 1 0.01 5426.9 -15430
## + `4468394575` 1 0.01 5426.9 -15430
## + `7cb7913148_1` 1 0.01 5426.9 -15430
## + d035af6ffa 1 0.00 5426.9 -15430
## + `7cb7913148_2` 1 0.00 5426.9 -15430
## + `99d44111c9` 1 0.00 5426.9 -15430
## + c58f611921 1 0.00 5426.9 -15430
## - `7cb7913148_3` 1 1.48 5428.4 -15430
## - `136c1727c3` 1 1.56 5428.5 -15429
## - `98475257f7` 1 1.56 5428.5 -15429
## - `7925993f42` 1 1.60 5428.5 -15429
## - `1fa099bb01` 1 1.69 5428.6 -15429
## - ba54a2a637 1 2.06 5429.0 -15428
## - bdf934caa7 1 2.06 5429.0 -15428
## - `63bcf89b1d` 1 2.24 5429.2 -15427
## - `2bc6ab42f7` 1 2.35 5429.3 -15427
## - `1f222e3669` 1 2.54 5429.5 -15426
## - `8de0382f02` 1 2.66 5429.6 -15426
## - b4112a94a6 1 2.66 5429.6 -15426
## - fe0318e273 1 2.72 5429.7 -15426
## - `3e200bf766` 1 3.43 5430.4 -15424
## - f66b98dd69 1 3.79 5430.7 -15423
## - `384bec5dd1_1` 1 3.80 5430.7 -15423
## - `2719b72c0d` 1 3.94 5430.9 -15423
## - `298ed82b22` 1 4.00 5430.9 -15422
## - ae08d2297e 1 4.13 5431.1 -15422
## - `29bbd86997` 1 4.27 5431.2 -15422
## - abca7a848f 1 5.38 5432.3 -15419
## - `49756d8e0f` 1 6.54 5433.5 -15415
## - `60ec1426ce` 1 6.74 5433.7 -15415
## - `016399044a` 1 12.25 5439.2 -15399
## - `1f3058af83` 1 12.54 5439.5 -15399
## - c0c3df65b1 1 15.04 5442.0 -15392
## - `087235d61e` 1 17.69 5444.6 -15384
## - f0a0febd35 1 17.99 5444.9 -15383
## - `7fe6cb4c98` 1 21.64 5448.6 -15373
## - f013b60e50 1 30.10 5457.0 -15350
## - a14fd026ce 1 33.91 5460.9 -15339
## - `5f360995ef` 1 36.36 5463.3 -15332
## - `87b982928b` 1 36.86 5463.8 -15331
## - ea0f4a32e3 1 48.12 5475.1 -15300
## - `174825d438` 1 65.58 5492.5 -15252
## - `8c2e088a3d` 1 74.52 5501.5 -15227
## - `8f5f7c556a` 1 81.61 5508.6 -15207
## - `2d7fe4693a` 1 88.83 5515.8 -15188
## - `7841b6a5b1` 1 118.62 5545.6 -15106
## - d2c775fa99 1 132.75 5559.7 -15067
## - beb6e17af1 1 174.96 5601.9 -14953
## - `5b862c0a8f` 1 200.52 5627.5 -14884
## - `9a575e82a4_1` 1 223.79 5650.7 -14821
## - e86a2190c1 1 224.53 5651.5 -14819
## - `6db53d265a` 1 243.74 5670.7 -14768
## - `06888ceac9_1` 1 246.77 5673.7 -14760
## - aee1e4fc85 1 291.29 5718.2 -14641
## - `253eb5ef11` 1 366.28 5793.2 -14444
##
## Step: AIC=-15432.48
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `04e7268385` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + `12eda2d982` + `20f1afc5c7` +
## `0b846350ef` + ba54a2a637 + `7925993f42` + `0e2ab0831c` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `173b6590ae` 1 0.47 5427.8 -15433
## - `77b3b41efa` 1 0.49 5427.8 -15433
## - `55907cc1de` 1 0.55 5427.9 -15433
## - fbf66c8021 1 0.55 5427.9 -15433
## - `8a21502326` 1 0.60 5427.9 -15433
## - `2a457d15d9` 1 0.61 5428.0 -15433
## - `20f1afc5c7` 1 0.62 5428.0 -15433
## - aa69c802b6 1 0.67 5428.0 -15433
## - `04e7268385` 1 0.68 5428.0 -15433
## <none> 5427.3 -15432
## - `0e2ab0831c` 1 0.76 5428.1 -15432
## - `0b846350ef` 1 0.78 5428.1 -15432
## - `96e6f0be58` 1 0.91 5428.3 -15432
## - `96c30c7eef` 1 0.93 5428.3 -15432
## - `56371466d7` 1 0.94 5428.3 -15432
## - ffd1cdcfc1 1 1.01 5428.4 -15432
## + `9b6e0b36c2` 1 0.40 5426.9 -15432
## - `12eda2d982` 1 1.06 5428.4 -15432
## - `789b5244a9` 1 1.08 5428.4 -15432
## + `7cb7913148_5` 1 0.35 5427.0 -15432
## - ed7e658a27 1 1.09 5428.4 -15431
## - `25bbf0e7e7` 1 1.09 5428.4 -15431
## + `8311343404` 1 0.34 5427.0 -15431
## + `7cb7913148_7` 1 0.30 5427.1 -15431
## + `7cb7913148_6` 1 0.25 5427.1 -15431
## + `6516422788` 1 0.25 5427.1 -15431
## + `2e874bc151` 1 0.25 5427.1 -15431
## + `55cf3f7627` 1 0.24 5427.1 -15431
## - `65aed7dc1f` 1 1.20 5428.6 -15431
## + `4fc17427c8` 1 0.22 5427.1 -15431
## + `3df2300fa2` 1 0.20 5427.1 -15431
## + dcfcbc2ea1 1 0.20 5427.1 -15431
## + `7734c0c22f` 1 0.18 5427.2 -15431
## + a24802caa5 1 0.17 5427.2 -15431
## + `0342faceb5` 1 0.16 5427.2 -15431
## + e7ee22effb 1 0.15 5427.2 -15431
## + e5efa4d39a 1 0.09 5427.3 -15431
## + b709f75447 1 0.09 5427.3 -15431
## + `7743f273c2` 1 0.08 5427.3 -15431
## + e0a0772df0 1 0.07 5427.3 -15431
## + ee2ac696ff 1 0.05 5427.3 -15431
## + c1b8ce2354 1 0.05 5427.3 -15431
## + `3eb53ae932` 1 0.05 5427.3 -15431
## + fdf8628ca7 1 0.05 5427.3 -15431
## + fe8cdd80ba 1 0.04 5427.3 -15431
## + `779d13189e` 1 0.03 5427.3 -15431
## + ac826f0013 1 0.02 5427.3 -15430
## + `7cb7913148_4` 1 0.02 5427.3 -15430
## + b9a487ac3c 1 0.02 5427.3 -15430
## + `435dec85e2` 1 0.01 5427.3 -15430
## + d4d6566f9c 1 0.01 5427.3 -15430
## + `072b7e8f27` 1 0.01 5427.3 -15430
## + `4468394575` 1 0.01 5427.3 -15430
## + `7cb7913148_1` 1 0.01 5427.3 -15430
## + d035af6ffa 1 0.00 5427.3 -15430
## + `7cb7913148_2` 1 0.00 5427.3 -15430
## + `99d44111c9` 1 0.00 5427.3 -15430
## + c58f611921 1 0.00 5427.3 -15430
## - `7cb7913148_3` 1 1.48 5428.8 -15430
## - `136c1727c3` 1 1.52 5428.9 -15430
## - `98475257f7` 1 1.57 5428.9 -15430
## - `7925993f42` 1 1.64 5429.0 -15430
## - `1fa099bb01` 1 1.68 5429.0 -15430
## - ba54a2a637 1 2.06 5429.4 -15429
## - bdf934caa7 1 2.07 5429.4 -15429
## - `63bcf89b1d` 1 2.22 5429.6 -15428
## - `2bc6ab42f7` 1 2.34 5429.7 -15428
## - `1f222e3669` 1 2.56 5429.9 -15427
## - `8de0382f02` 1 2.66 5430.0 -15427
## - b4112a94a6 1 2.66 5430.0 -15427
## - fe0318e273 1 2.73 5430.1 -15427
## - `3e200bf766` 1 3.42 5430.8 -15425
## - f66b98dd69 1 3.78 5431.1 -15424
## - `384bec5dd1_1` 1 3.80 5431.1 -15424
## - `2719b72c0d` 1 3.93 5431.3 -15424
## - `298ed82b22` 1 4.00 5431.3 -15423
## - ae08d2297e 1 4.12 5431.5 -15423
## - `29bbd86997` 1 4.30 5431.6 -15422
## - abca7a848f 1 5.38 5432.7 -15419
## - `49756d8e0f` 1 6.59 5433.9 -15416
## - `60ec1426ce` 1 6.72 5434.1 -15416
## - `016399044a` 1 12.19 5439.5 -15400
## - `1f3058af83` 1 12.56 5439.9 -15399
## - c0c3df65b1 1 15.07 5442.4 -15392
## - `087235d61e` 1 17.63 5445.0 -15385
## - f0a0febd35 1 17.93 5445.3 -15384
## - `7fe6cb4c98` 1 21.59 5448.9 -15374
## - f013b60e50 1 30.09 5457.4 -15351
## - a14fd026ce 1 33.81 5461.2 -15340
## - `5f360995ef` 1 36.44 5463.8 -15333
## - `87b982928b` 1 36.79 5464.1 -15332
## - ea0f4a32e3 1 48.17 5475.5 -15300
## - `174825d438` 1 65.73 5493.1 -15252
## - `8c2e088a3d` 1 74.52 5501.9 -15228
## - `8f5f7c556a` 1 81.65 5509.0 -15208
## - `2d7fe4693a` 1 88.82 5516.2 -15188
## - `7841b6a5b1` 1 118.50 5545.8 -15107
## - d2c775fa99 1 132.71 5560.1 -15068
## - beb6e17af1 1 175.04 5602.4 -14953
## - `5b862c0a8f` 1 200.42 5627.8 -14885
## - `9a575e82a4_1` 1 223.81 5651.2 -14822
## - e86a2190c1 1 224.78 5652.1 -14819
## - `6db53d265a` 1 243.82 5671.2 -14768
## - `06888ceac9_1` 1 246.85 5674.2 -14760
## - aee1e4fc85 1 291.57 5718.9 -14641
## - `253eb5ef11` 1 366.46 5793.8 -14444
##
## Step: AIC=-15433.16
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `04e7268385` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2a457d15d9` + fbf66c8021 + `77b3b41efa` + b4112a94a6 + `8de0382f02` +
## `3e200bf766` + `12eda2d982` + `20f1afc5c7` + `0b846350ef` +
## ba54a2a637 + `7925993f42` + `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `77b3b41efa` 1 0.48 5428.3 -15434
## - `55907cc1de` 1 0.55 5428.4 -15434
## - fbf66c8021 1 0.55 5428.4 -15434
## - `8a21502326` 1 0.59 5428.4 -15434
## - `2a457d15d9` 1 0.60 5428.4 -15434
## - `20f1afc5c7` 1 0.61 5428.4 -15434
## - aa69c802b6 1 0.66 5428.5 -15433
## - `04e7268385` 1 0.68 5428.5 -15433
## <none> 5427.8 -15433
## - `0e2ab0831c` 1 0.77 5428.6 -15433
## - `0b846350ef` 1 0.80 5428.6 -15433
## - `96e6f0be58` 1 0.90 5428.7 -15433
## - `96c30c7eef` 1 0.92 5428.7 -15433
## - `56371466d7` 1 0.92 5428.7 -15433
## + `173b6590ae` 1 0.47 5427.3 -15432
## - ffd1cdcfc1 1 1.01 5428.8 -15432
## + `9b6e0b36c2` 1 0.40 5427.4 -15432
## - `12eda2d982` 1 1.06 5428.9 -15432
## - `789b5244a9` 1 1.06 5428.9 -15432
## - ed7e658a27 1 1.08 5428.9 -15432
## + `7cb7913148_5` 1 0.35 5427.5 -15432
## + `8311343404` 1 0.35 5427.5 -15432
## - `25bbf0e7e7` 1 1.09 5428.9 -15432
## + `7cb7913148_7` 1 0.29 5427.5 -15432
## + `2e874bc151` 1 0.26 5427.6 -15432
## + `7cb7913148_6` 1 0.26 5427.6 -15432
## - `65aed7dc1f` 1 1.18 5429.0 -15432
## + `55cf3f7627` 1 0.25 5427.6 -15432
## + `6516422788` 1 0.25 5427.6 -15432
## + `4fc17427c8` 1 0.22 5427.6 -15432
## + `3df2300fa2` 1 0.20 5427.6 -15432
## + dcfcbc2ea1 1 0.20 5427.6 -15432
## + `7734c0c22f` 1 0.18 5427.6 -15432
## + a24802caa5 1 0.18 5427.6 -15432
## + `0342faceb5` 1 0.16 5427.7 -15432
## + e7ee22effb 1 0.16 5427.7 -15432
## + e5efa4d39a 1 0.09 5427.7 -15431
## + `7743f273c2` 1 0.09 5427.7 -15431
## + b709f75447 1 0.09 5427.7 -15431
## + e0a0772df0 1 0.07 5427.8 -15431
## + ee2ac696ff 1 0.05 5427.8 -15431
## + c1b8ce2354 1 0.05 5427.8 -15431
## + `3eb53ae932` 1 0.05 5427.8 -15431
## + fdf8628ca7 1 0.05 5427.8 -15431
## + fe8cdd80ba 1 0.04 5427.8 -15431
## + `779d13189e` 1 0.03 5427.8 -15431
## + ac826f0013 1 0.02 5427.8 -15431
## + `7cb7913148_4` 1 0.02 5427.8 -15431
## + b9a487ac3c 1 0.02 5427.8 -15431
## + `435dec85e2` 1 0.01 5427.8 -15431
## + d4d6566f9c 1 0.01 5427.8 -15431
## + `072b7e8f27` 1 0.01 5427.8 -15431
## + `4468394575` 1 0.01 5427.8 -15431
## + `7cb7913148_1` 1 0.01 5427.8 -15431
## + `7cb7913148_2` 1 0.00 5427.8 -15431
## + d035af6ffa 1 0.00 5427.8 -15431
## + `99d44111c9` 1 0.00 5427.8 -15431
## + c58f611921 1 0.00 5427.8 -15431
## - `7cb7913148_3` 1 1.48 5429.3 -15431
## - `136c1727c3` 1 1.52 5429.3 -15431
## - `98475257f7` 1 1.57 5429.4 -15431
## - `7925993f42` 1 1.63 5429.4 -15431
## - `1fa099bb01` 1 1.70 5429.5 -15430
## - ba54a2a637 1 2.07 5429.9 -15429
## - bdf934caa7 1 2.08 5429.9 -15429
## - `63bcf89b1d` 1 2.22 5430.0 -15429
## - `2bc6ab42f7` 1 2.31 5430.1 -15429
## - `1f222e3669` 1 2.55 5430.4 -15428
## - `8de0382f02` 1 2.66 5430.5 -15428
## - b4112a94a6 1 2.66 5430.5 -15428
## - fe0318e273 1 2.70 5430.5 -15428
## - `3e200bf766` 1 3.42 5431.2 -15426
## - f66b98dd69 1 3.79 5431.6 -15425
## - `384bec5dd1_1` 1 3.79 5431.6 -15425
## - `2719b72c0d` 1 3.94 5431.8 -15424
## - `298ed82b22` 1 4.04 5431.9 -15424
## - ae08d2297e 1 4.11 5431.9 -15424
## - `29bbd86997` 1 4.30 5432.1 -15423
## - abca7a848f 1 5.37 5433.2 -15420
## - `49756d8e0f` 1 6.60 5434.4 -15417
## - `60ec1426ce` 1 6.75 5434.6 -15416
## - `016399044a` 1 12.18 5440.0 -15401
## - `1f3058af83` 1 12.54 5440.4 -15400
## - c0c3df65b1 1 15.10 5442.9 -15393
## - `087235d61e` 1 17.65 5445.5 -15386
## - f0a0febd35 1 17.94 5445.8 -15385
## - `7fe6cb4c98` 1 21.65 5449.5 -15375
## - f013b60e50 1 30.09 5457.9 -15351
## - a14fd026ce 1 33.91 5461.7 -15341
## - `5f360995ef` 1 36.41 5464.2 -15334
## - `87b982928b` 1 36.76 5464.6 -15333
## - ea0f4a32e3 1 48.30 5476.1 -15301
## - `174825d438` 1 65.74 5493.6 -15253
## - `8c2e088a3d` 1 74.40 5502.2 -15229
## - `8f5f7c556a` 1 81.55 5509.4 -15209
## - `2d7fe4693a` 1 88.80 5516.6 -15189
## - `7841b6a5b1` 1 118.59 5546.4 -15108
## - d2c775fa99 1 132.71 5560.5 -15069
## - beb6e17af1 1 175.19 5603.0 -14954
## - `5b862c0a8f` 1 200.66 5628.5 -14885
## - `9a575e82a4_1` 1 223.50 5651.3 -14824
## - e86a2190c1 1 224.85 5652.7 -14820
## - `6db53d265a` 1 243.77 5671.6 -14769
## - `06888ceac9_1` 1 246.74 5674.6 -14761
## - aee1e4fc85 1 291.38 5719.2 -14642
## - `253eb5ef11` 1 366.31 5794.1 -14445
##
## Step: AIC=-15433.83
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `04e7268385` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2a457d15d9` + fbf66c8021 + b4112a94a6 + `8de0382f02` + `3e200bf766` +
## `12eda2d982` + `20f1afc5c7` + `0b846350ef` + ba54a2a637 +
## `7925993f42` + `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - fbf66c8021 1 0.54 5428.8 -15434
## - `55907cc1de` 1 0.55 5428.8 -15434
## - `8a21502326` 1 0.58 5428.9 -15434
## - `20f1afc5c7` 1 0.61 5428.9 -15434
## - `2a457d15d9` 1 0.61 5428.9 -15434
## - aa69c802b6 1 0.68 5429.0 -15434
## - `04e7268385` 1 0.68 5429.0 -15434
## <none> 5428.3 -15434
## - `0e2ab0831c` 1 0.78 5429.1 -15434
## - `0b846350ef` 1 0.81 5429.1 -15434
## - `96e6f0be58` 1 0.90 5429.2 -15433
## - `56371466d7` 1 0.90 5429.2 -15433
## - `96c30c7eef` 1 0.93 5429.2 -15433
## + `77b3b41efa` 1 0.48 5427.8 -15433
## + `173b6590ae` 1 0.46 5427.8 -15433
## - ffd1cdcfc1 1 1.01 5429.3 -15433
## + `9b6e0b36c2` 1 0.40 5427.9 -15433
## - `12eda2d982` 1 1.05 5429.3 -15433
## - `789b5244a9` 1 1.06 5429.4 -15433
## - ed7e658a27 1 1.08 5429.4 -15433
## + `7cb7913148_5` 1 0.35 5427.9 -15433
## + `8311343404` 1 0.34 5428.0 -15433
## - `25bbf0e7e7` 1 1.10 5429.4 -15433
## + `7cb7913148_7` 1 0.30 5428.0 -15433
## - `65aed7dc1f` 1 1.17 5429.5 -15433
## + `2e874bc151` 1 0.27 5428.0 -15433
## + `7cb7913148_6` 1 0.26 5428.0 -15433
## + `55cf3f7627` 1 0.25 5428.1 -15432
## + `6516422788` 1 0.24 5428.1 -15432
## + `4fc17427c8` 1 0.22 5428.1 -15432
## + dcfcbc2ea1 1 0.20 5428.1 -15432
## + `3df2300fa2` 1 0.19 5428.1 -15432
## + a24802caa5 1 0.19 5428.1 -15432
## + `7734c0c22f` 1 0.18 5428.1 -15432
## + `0342faceb5` 1 0.16 5428.1 -15432
## + e7ee22effb 1 0.16 5428.1 -15432
## + e5efa4d39a 1 0.09 5428.2 -15432
## + `7743f273c2` 1 0.09 5428.2 -15432
## + b709f75447 1 0.09 5428.2 -15432
## + e0a0772df0 1 0.07 5428.2 -15432
## + ee2ac696ff 1 0.06 5428.2 -15432
## + fdf8628ca7 1 0.05 5428.2 -15432
## + c1b8ce2354 1 0.05 5428.2 -15432
## + `3eb53ae932` 1 0.05 5428.2 -15432
## + fe8cdd80ba 1 0.04 5428.3 -15432
## + `779d13189e` 1 0.03 5428.3 -15432
## + ac826f0013 1 0.02 5428.3 -15432
## + `7cb7913148_4` 1 0.02 5428.3 -15432
## + b9a487ac3c 1 0.02 5428.3 -15432
## + `435dec85e2` 1 0.01 5428.3 -15432
## + `4468394575` 1 0.01 5428.3 -15432
## + d4d6566f9c 1 0.01 5428.3 -15432
## + `072b7e8f27` 1 0.01 5428.3 -15432
## + `7cb7913148_1` 1 0.01 5428.3 -15432
## + `7cb7913148_2` 1 0.00 5428.3 -15432
## + d035af6ffa 1 0.00 5428.3 -15432
## + `99d44111c9` 1 0.00 5428.3 -15432
## + c58f611921 1 0.00 5428.3 -15432
## - `7cb7913148_3` 1 1.48 5429.8 -15432
## - `136c1727c3` 1 1.49 5429.8 -15432
## - `98475257f7` 1 1.57 5429.9 -15431
## - `7925993f42` 1 1.63 5429.9 -15431
## - `1fa099bb01` 1 1.69 5430.0 -15431
## - bdf934caa7 1 2.07 5430.4 -15430
## - ba54a2a637 1 2.09 5430.4 -15430
## - `63bcf89b1d` 1 2.22 5430.5 -15430
## - `2bc6ab42f7` 1 2.32 5430.6 -15429
## - `1f222e3669` 1 2.54 5430.8 -15429
## - `8de0382f02` 1 2.65 5430.9 -15428
## - b4112a94a6 1 2.65 5430.9 -15428
## - fe0318e273 1 2.71 5431.0 -15428
## - `3e200bf766` 1 3.42 5431.7 -15426
## - f66b98dd69 1 3.78 5432.1 -15425
## - `384bec5dd1_1` 1 3.81 5432.1 -15425
## - `2719b72c0d` 1 3.94 5432.2 -15425
## - `298ed82b22` 1 4.04 5432.3 -15424
## - ae08d2297e 1 4.10 5432.4 -15424
## - `29bbd86997` 1 4.29 5432.6 -15424
## - abca7a848f 1 5.38 5433.7 -15421
## - `49756d8e0f` 1 6.61 5434.9 -15417
## - `60ec1426ce` 1 6.76 5435.1 -15417
## - `016399044a` 1 12.23 5440.5 -15402
## - `1f3058af83` 1 12.60 5440.9 -15401
## - c0c3df65b1 1 15.14 5443.4 -15394
## - `087235d61e` 1 17.68 5446.0 -15386
## - f0a0febd35 1 18.00 5446.3 -15386
## - `7fe6cb4c98` 1 21.66 5450.0 -15376
## - f013b60e50 1 30.14 5458.4 -15352
## - a14fd026ce 1 33.98 5462.3 -15341
## - `5f360995ef` 1 36.40 5464.7 -15334
## - `87b982928b` 1 36.77 5465.1 -15334
## - ea0f4a32e3 1 48.34 5476.6 -15301
## - `174825d438` 1 65.77 5494.1 -15253
## - `8c2e088a3d` 1 74.36 5502.7 -15230
## - `8f5f7c556a` 1 81.56 5509.9 -15210
## - `2d7fe4693a` 1 88.89 5517.2 -15190
## - `7841b6a5b1` 1 118.61 5546.9 -15108
## - d2c775fa99 1 132.68 5561.0 -15070
## - beb6e17af1 1 175.39 5603.7 -14954
## - `5b862c0a8f` 1 200.59 5628.9 -14886
## - `9a575e82a4_1` 1 223.27 5651.6 -14825
## - e86a2190c1 1 224.92 5653.2 -14820
## - `6db53d265a` 1 243.90 5672.2 -14770
## - `06888ceac9_1` 1 246.95 5675.2 -14761
## - aee1e4fc85 1 291.30 5719.6 -14643
## - `253eb5ef11` 1 366.13 5794.4 -14446
##
## Step: AIC=-15434.32
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `04e7268385` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `1f222e3669` + `789b5244a9` +
## `2a457d15d9` + b4112a94a6 + `8de0382f02` + `3e200bf766` +
## `12eda2d982` + `20f1afc5c7` + `0b846350ef` + ba54a2a637 +
## `7925993f42` + `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `55907cc1de` 1 0.55 5429.4 -15435
## - `8a21502326` 1 0.57 5429.4 -15435
## - `20f1afc5c7` 1 0.62 5429.5 -15435
## - `2a457d15d9` 1 0.63 5429.5 -15435
## - `04e7268385` 1 0.66 5429.5 -15434
## - aa69c802b6 1 0.68 5429.5 -15434
## <none> 5428.8 -15434
## - `0e2ab0831c` 1 0.77 5429.6 -15434
## - `0b846350ef` 1 0.80 5429.6 -15434
## + fbf66c8021 1 0.54 5428.3 -15434
## - `56371466d7` 1 0.90 5429.7 -15434
## - `96e6f0be58` 1 0.91 5429.7 -15434
## - `96c30c7eef` 1 0.94 5429.8 -15434
## + `77b3b41efa` 1 0.47 5428.4 -15434
## + `173b6590ae` 1 0.46 5428.4 -15434
## - ffd1cdcfc1 1 1.02 5429.9 -15434
## + `9b6e0b36c2` 1 0.40 5428.4 -15433
## - `12eda2d982` 1 1.04 5429.9 -15433
## - `789b5244a9` 1 1.05 5429.9 -15433
## - ed7e658a27 1 1.06 5429.9 -15433
## + `7cb7913148_5` 1 0.36 5428.5 -15433
## + `8311343404` 1 0.34 5428.5 -15433
## - `25bbf0e7e7` 1 1.10 5429.9 -15433
## + `7cb7913148_7` 1 0.29 5428.5 -15433
## + `2e874bc151` 1 0.27 5428.6 -15433
## + `7cb7913148_6` 1 0.27 5428.6 -15433
## - `65aed7dc1f` 1 1.18 5430.0 -15433
## + `55cf3f7627` 1 0.24 5428.6 -15433
## + `6516422788` 1 0.23 5428.6 -15433
## + `4fc17427c8` 1 0.22 5428.6 -15433
## + dcfcbc2ea1 1 0.20 5428.6 -15433
## + `3df2300fa2` 1 0.20 5428.6 -15433
## + a24802caa5 1 0.19 5428.6 -15433
## + `7734c0c22f` 1 0.17 5428.7 -15433
## + e7ee22effb 1 0.16 5428.7 -15433
## + `0342faceb5` 1 0.16 5428.7 -15433
## + e5efa4d39a 1 0.10 5428.7 -15433
## + b709f75447 1 0.09 5428.7 -15433
## + `7743f273c2` 1 0.09 5428.7 -15433
## + e0a0772df0 1 0.06 5428.8 -15432
## + ee2ac696ff 1 0.06 5428.8 -15432
## + fdf8628ca7 1 0.05 5428.8 -15432
## + c1b8ce2354 1 0.05 5428.8 -15432
## + `3eb53ae932` 1 0.05 5428.8 -15432
## + fe8cdd80ba 1 0.05 5428.8 -15432
## + `779d13189e` 1 0.03 5428.8 -15432
## + ac826f0013 1 0.03 5428.8 -15432
## + `7cb7913148_4` 1 0.02 5428.8 -15432
## + b9a487ac3c 1 0.02 5428.8 -15432
## + `4468394575` 1 0.02 5428.8 -15432
## + `435dec85e2` 1 0.01 5428.8 -15432
## + d4d6566f9c 1 0.01 5428.8 -15432
## + `072b7e8f27` 1 0.01 5428.8 -15432
## + `7cb7913148_1` 1 0.01 5428.8 -15432
## + `7cb7913148_2` 1 0.01 5428.8 -15432
## + d035af6ffa 1 0.00 5428.8 -15432
## + `99d44111c9` 1 0.00 5428.8 -15432
## + c58f611921 1 0.00 5428.8 -15432
## - `7cb7913148_3` 1 1.47 5430.3 -15432
## - `136c1727c3` 1 1.51 5430.3 -15432
## - `98475257f7` 1 1.56 5430.4 -15432
## - `7925993f42` 1 1.64 5430.5 -15432
## - `1fa099bb01` 1 1.69 5430.5 -15432
## - ba54a2a637 1 2.10 5430.9 -15430
## - bdf934caa7 1 2.11 5430.9 -15430
## - `63bcf89b1d` 1 2.24 5431.1 -15430
## - `2bc6ab42f7` 1 2.34 5431.2 -15430
## - `1f222e3669` 1 2.53 5431.4 -15429
## - `8de0382f02` 1 2.67 5431.5 -15429
## - b4112a94a6 1 2.67 5431.5 -15429
## - fe0318e273 1 2.71 5431.5 -15429
## - `3e200bf766` 1 3.43 5432.3 -15427
## - f66b98dd69 1 3.78 5432.6 -15426
## - `384bec5dd1_1` 1 3.79 5432.6 -15426
## - `2719b72c0d` 1 3.93 5432.8 -15425
## - `298ed82b22` 1 4.02 5432.9 -15425
## - ae08d2297e 1 4.10 5432.9 -15425
## - `29bbd86997` 1 4.26 5433.1 -15424
## - abca7a848f 1 5.36 5434.2 -15421
## - `49756d8e0f` 1 6.58 5435.4 -15418
## - `60ec1426ce` 1 6.75 5435.6 -15418
## - `016399044a` 1 12.22 5441.1 -15402
## - `1f3058af83` 1 12.65 5441.5 -15401
## - c0c3df65b1 1 15.21 5444.0 -15394
## - `087235d61e` 1 17.77 5446.6 -15387
## - f0a0febd35 1 17.93 5446.8 -15386
## - `7fe6cb4c98` 1 21.71 5450.5 -15376
## - f013b60e50 1 30.06 5458.9 -15353
## - a14fd026ce 1 33.96 5462.8 -15342
## - `5f360995ef` 1 36.61 5465.4 -15334
## - `87b982928b` 1 36.76 5465.6 -15334
## - ea0f4a32e3 1 48.33 5477.2 -15302
## - `174825d438` 1 65.75 5494.6 -15254
## - `8c2e088a3d` 1 74.53 5503.4 -15230
## - `8f5f7c556a` 1 81.58 5510.4 -15210
## - `2d7fe4693a` 1 88.95 5517.8 -15190
## - `7841b6a5b1` 1 118.68 5547.5 -15108
## - d2c775fa99 1 132.66 5561.5 -15070
## - beb6e17af1 1 175.56 5604.4 -14954
## - `5b862c0a8f` 1 200.65 5629.5 -14886
## - `9a575e82a4_1` 1 223.51 5652.3 -14825
## - e86a2190c1 1 224.96 5653.8 -14821
## - `6db53d265a` 1 243.80 5672.6 -14770
## - `06888ceac9_1` 1 247.02 5675.9 -14762
## - aee1e4fc85 1 291.09 5719.9 -14645
## - `253eb5ef11` 1 365.86 5794.7 -14448
##
## Step: AIC=-15434.78
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `04e7268385` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `1f222e3669` + `789b5244a9` + `2a457d15d9` +
## b4112a94a6 + `8de0382f02` + `3e200bf766` + `12eda2d982` +
## `20f1afc5c7` + `0b846350ef` + ba54a2a637 + `7925993f42` +
## `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `8a21502326` 1 0.59 5430.0 -15435
## - `2a457d15d9` 1 0.62 5430.0 -15435
## - `20f1afc5c7` 1 0.62 5430.0 -15435
## - `04e7268385` 1 0.66 5430.0 -15435
## - aa69c802b6 1 0.67 5430.1 -15435
## <none> 5429.4 -15435
## - `0e2ab0831c` 1 0.77 5430.2 -15435
## - `0b846350ef` 1 0.79 5430.2 -15435
## + `55907cc1de` 1 0.55 5428.8 -15434
## + fbf66c8021 1 0.54 5428.8 -15434
## - `96e6f0be58` 1 0.90 5430.3 -15434
## - `56371466d7` 1 0.90 5430.3 -15434
## - `96c30c7eef` 1 0.94 5430.3 -15434
## + `173b6590ae` 1 0.47 5428.9 -15434
## + `77b3b41efa` 1 0.47 5428.9 -15434
## - ffd1cdcfc1 1 1.01 5430.4 -15434
## + `9b6e0b36c2` 1 0.41 5429.0 -15434
## - `12eda2d982` 1 1.03 5430.4 -15434
## + `7cb7913148_5` 1 0.36 5429.0 -15434
## - `789b5244a9` 1 1.08 5430.5 -15434
## - ed7e658a27 1 1.09 5430.5 -15434
## - `25bbf0e7e7` 1 1.09 5430.5 -15434
## + `8311343404` 1 0.33 5429.1 -15434
## + `7cb7913148_7` 1 0.30 5429.1 -15434
## + `2e874bc151` 1 0.28 5429.1 -15434
## + `7cb7913148_6` 1 0.26 5429.1 -15434
## + `55cf3f7627` 1 0.25 5429.1 -15434
## - `65aed7dc1f` 1 1.19 5430.6 -15433
## + `6516422788` 1 0.24 5429.1 -15433
## + `4fc17427c8` 1 0.23 5429.2 -15433
## + `3df2300fa2` 1 0.20 5429.2 -15433
## + a24802caa5 1 0.20 5429.2 -15433
## + dcfcbc2ea1 1 0.20 5429.2 -15433
## + `7734c0c22f` 1 0.18 5429.2 -15433
## + e7ee22effb 1 0.15 5429.2 -15433
## + `0342faceb5` 1 0.15 5429.2 -15433
## + e5efa4d39a 1 0.10 5429.3 -15433
## + b709f75447 1 0.09 5429.3 -15433
## + `7743f273c2` 1 0.09 5429.3 -15433
## + e0a0772df0 1 0.07 5429.3 -15433
## + ee2ac696ff 1 0.06 5429.3 -15433
## + c1b8ce2354 1 0.06 5429.3 -15433
## + `3eb53ae932` 1 0.06 5429.3 -15433
## + fdf8628ca7 1 0.05 5429.3 -15433
## + fe8cdd80ba 1 0.05 5429.3 -15433
## + `779d13189e` 1 0.03 5429.4 -15433
## + `7cb7913148_4` 1 0.02 5429.4 -15433
## + b9a487ac3c 1 0.02 5429.4 -15433
## + `4468394575` 1 0.01 5429.4 -15433
## + `435dec85e2` 1 0.01 5429.4 -15433
## + d4d6566f9c 1 0.01 5429.4 -15433
## + `072b7e8f27` 1 0.01 5429.4 -15433
## + `7cb7913148_1` 1 0.01 5429.4 -15433
## + `7cb7913148_2` 1 0.01 5429.4 -15433
## + d035af6ffa 1 0.00 5429.4 -15433
## + `99d44111c9` 1 0.00 5429.4 -15433
## + c58f611921 1 0.00 5429.4 -15433
## + ac826f0013 1 0.00 5429.4 -15433
## - `7cb7913148_3` 1 1.47 5430.9 -15433
## - `136c1727c3` 1 1.50 5430.9 -15433
## - `98475257f7` 1 1.55 5430.9 -15432
## - `7925993f42` 1 1.65 5431.0 -15432
## - `1fa099bb01` 1 1.69 5431.1 -15432
## - bdf934caa7 1 2.09 5431.5 -15431
## - ba54a2a637 1 2.13 5431.5 -15431
## - `63bcf89b1d` 1 2.23 5431.6 -15430
## - `2bc6ab42f7` 1 2.33 5431.7 -15430
## - `1f222e3669` 1 2.54 5431.9 -15430
## - `8de0382f02` 1 2.68 5432.1 -15429
## - b4112a94a6 1 2.69 5432.1 -15429
## - fe0318e273 1 2.70 5432.1 -15429
## - `3e200bf766` 1 3.46 5432.8 -15427
## - f66b98dd69 1 3.78 5433.2 -15426
## - `384bec5dd1_1` 1 3.84 5433.2 -15426
## - `2719b72c0d` 1 3.93 5433.3 -15426
## - `298ed82b22` 1 4.04 5433.4 -15426
## - ae08d2297e 1 4.09 5433.5 -15425
## - `29bbd86997` 1 4.25 5433.6 -15425
## - abca7a848f 1 5.37 5434.8 -15422
## - `49756d8e0f` 1 6.56 5436.0 -15418
## - `60ec1426ce` 1 6.76 5436.1 -15418
## - `016399044a` 1 12.23 5441.6 -15403
## - `1f3058af83` 1 12.64 5442.0 -15402
## - c0c3df65b1 1 15.31 5444.7 -15394
## - `087235d61e` 1 17.74 5447.1 -15387
## - f0a0febd35 1 17.84 5447.2 -15387
## - `7fe6cb4c98` 1 21.60 5451.0 -15377
## - f013b60e50 1 29.97 5459.4 -15353
## - a14fd026ce 1 33.93 5463.3 -15342
## - `87b982928b` 1 36.71 5466.1 -15335
## - `5f360995ef` 1 36.73 5466.1 -15335
## - ea0f4a32e3 1 48.38 5477.8 -15302
## - `174825d438` 1 65.77 5495.2 -15254
## - `8c2e088a3d` 1 74.44 5503.8 -15230
## - `8f5f7c556a` 1 81.52 5510.9 -15211
## - `2d7fe4693a` 1 89.20 5518.6 -15190
## - `7841b6a5b1` 1 118.50 5547.9 -15110
## - d2c775fa99 1 132.53 5561.9 -15071
## - beb6e17af1 1 175.49 5604.9 -14955
## - `5b862c0a8f` 1 200.36 5629.7 -14888
## - `9a575e82a4_1` 1 223.32 5652.7 -14826
## - e86a2190c1 1 225.10 5654.5 -14821
## - `6db53d265a` 1 243.73 5673.1 -14771
## - `06888ceac9_1` 1 247.16 5676.5 -14762
## - aee1e4fc85 1 291.13 5720.5 -14645
## - `253eb5ef11` 1 366.05 5795.4 -14448
##
## Step: AIC=-15435.13
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `04e7268385` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `1f222e3669` + `789b5244a9` + `2a457d15d9` +
## b4112a94a6 + `8de0382f02` + `3e200bf766` + `12eda2d982` +
## `20f1afc5c7` + `0b846350ef` + ba54a2a637 + `7925993f42` +
## `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `2a457d15d9` 1 0.62 5430.6 -15435
## - `20f1afc5c7` 1 0.63 5430.6 -15435
## - `04e7268385` 1 0.66 5430.6 -15435
## - aa69c802b6 1 0.68 5430.7 -15435
## <none> 5430.0 -15435
## - `0e2ab0831c` 1 0.78 5430.8 -15435
## - `0b846350ef` 1 0.78 5430.8 -15435
## + `8a21502326` 1 0.59 5429.4 -15435
## + `55907cc1de` 1 0.57 5429.4 -15435
## + fbf66c8021 1 0.53 5429.4 -15435
## - `96e6f0be58` 1 0.91 5430.9 -15435
## - `56371466d7` 1 0.92 5430.9 -15435
## + `77b3b41efa` 1 0.46 5429.5 -15434
## + `173b6590ae` 1 0.46 5429.5 -15434
## - ffd1cdcfc1 1 1.01 5431.0 -15434
## - `12eda2d982` 1 1.01 5431.0 -15434
## + `9b6e0b36c2` 1 0.40 5429.6 -15434
## + `7cb7913148_5` 1 0.36 5429.6 -15434
## + `8311343404` 1 0.33 5429.7 -15434
## - `25bbf0e7e7` 1 1.11 5431.1 -15434
## + `7cb7913148_7` 1 0.29 5429.7 -15434
## + `6516422788` 1 0.27 5429.7 -15434
## + `55cf3f7627` 1 0.26 5429.7 -15434
## + `2e874bc151` 1 0.26 5429.7 -15434
## + `7cb7913148_6` 1 0.25 5429.7 -15434
## - `65aed7dc1f` 1 1.19 5431.2 -15434
## + `4fc17427c8` 1 0.22 5429.8 -15434
## + `3df2300fa2` 1 0.20 5429.8 -15434
## + a24802caa5 1 0.20 5429.8 -15434
## + dcfcbc2ea1 1 0.19 5429.8 -15434
## + `7734c0c22f` 1 0.18 5429.8 -15434
## + e7ee22effb 1 0.15 5429.8 -15434
## + `0342faceb5` 1 0.15 5429.8 -15434
## - `96c30c7eef` 1 1.32 5431.3 -15433
## + e5efa4d39a 1 0.10 5429.9 -15433
## + `7743f273c2` 1 0.09 5429.9 -15433
## + b709f75447 1 0.09 5429.9 -15433
## + e0a0772df0 1 0.07 5429.9 -15433
## + ee2ac696ff 1 0.06 5429.9 -15433
## + fdf8628ca7 1 0.05 5429.9 -15433
## + fe8cdd80ba 1 0.05 5429.9 -15433
## + c1b8ce2354 1 0.04 5429.9 -15433
## + `3eb53ae932` 1 0.04 5429.9 -15433
## + `779d13189e` 1 0.03 5429.9 -15433
## + `7cb7913148_4` 1 0.02 5430.0 -15433
## + b9a487ac3c 1 0.02 5430.0 -15433
## + `072b7e8f27` 1 0.01 5430.0 -15433
## + `4468394575` 1 0.01 5430.0 -15433
## + `435dec85e2` 1 0.01 5430.0 -15433
## + d4d6566f9c 1 0.01 5430.0 -15433
## + `7cb7913148_1` 1 0.01 5430.0 -15433
## + `7cb7913148_2` 1 0.01 5430.0 -15433
## + d035af6ffa 1 0.00 5430.0 -15433
## + ac826f0013 1 0.00 5430.0 -15433
## + `99d44111c9` 1 0.00 5430.0 -15433
## + c58f611921 1 0.00 5430.0 -15433
## - `7cb7913148_3` 1 1.46 5431.4 -15433
## - `136c1727c3` 1 1.52 5431.5 -15433
## - `98475257f7` 1 1.56 5431.5 -15433
## - `7925993f42` 1 1.61 5431.6 -15433
## - `1fa099bb01` 1 1.66 5431.6 -15432
## - `789b5244a9` 1 1.89 5431.9 -15432
## - ed7e658a27 1 1.97 5432.0 -15432
## - bdf934caa7 1 2.09 5432.1 -15431
## - ba54a2a637 1 2.11 5432.1 -15431
## - `63bcf89b1d` 1 2.22 5432.2 -15431
## - `2bc6ab42f7` 1 2.35 5432.3 -15431
## - `1f222e3669` 1 2.51 5432.5 -15430
## - `8de0382f02` 1 2.66 5432.6 -15430
## - b4112a94a6 1 2.66 5432.6 -15430
## - fe0318e273 1 2.68 5432.7 -15430
## - `3e200bf766` 1 3.49 5433.5 -15427
## - `384bec5dd1_1` 1 3.81 5433.8 -15426
## - f66b98dd69 1 3.95 5433.9 -15426
## - `298ed82b22` 1 4.03 5434.0 -15426
## - ae08d2297e 1 4.04 5434.0 -15426
## - `2719b72c0d` 1 4.10 5434.1 -15426
## - `29bbd86997` 1 4.28 5434.3 -15425
## - abca7a848f 1 5.39 5435.4 -15422
## - `49756d8e0f` 1 6.52 5436.5 -15419
## - `60ec1426ce` 1 6.76 5436.7 -15418
## - `016399044a` 1 12.29 5442.3 -15403
## - `1f3058af83` 1 12.71 5442.7 -15402
## - c0c3df65b1 1 15.23 5445.2 -15395
## - `087235d61e` 1 17.68 5447.7 -15388
## - f0a0febd35 1 17.90 5447.9 -15387
## - `7fe6cb4c98` 1 21.62 5451.6 -15377
## - f013b60e50 1 29.97 5460.0 -15354
## - a14fd026ce 1 34.02 5464.0 -15342
## - `87b982928b` 1 36.70 5466.7 -15335
## - `5f360995ef` 1 36.77 5466.8 -15335
## - ea0f4a32e3 1 48.45 5478.4 -15302
## - `174825d438` 1 65.78 5495.8 -15255
## - `8c2e088a3d` 1 74.53 5504.5 -15230
## - `8f5f7c556a` 1 81.52 5511.5 -15211
## - `2d7fe4693a` 1 89.28 5519.3 -15190
## - `7841b6a5b1` 1 118.39 5548.4 -15110
## - d2c775fa99 1 132.48 5562.5 -15072
## - beb6e17af1 1 175.59 5605.6 -14955
## - `5b862c0a8f` 1 200.40 5630.4 -14888
## - `9a575e82a4_1` 1 223.11 5653.1 -14827
## - e86a2190c1 1 224.91 5654.9 -14822
## - `6db53d265a` 1 244.03 5674.0 -14771
## - `06888ceac9_1` 1 247.84 5677.8 -14760
## - aee1e4fc85 1 291.01 5721.0 -14646
## - `253eb5ef11` 1 366.33 5796.3 -14448
##
## Step: AIC=-15435.39
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `04e7268385` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `1f222e3669` + `789b5244a9` + b4112a94a6 +
## `8de0382f02` + `3e200bf766` + `12eda2d982` + `20f1afc5c7` +
## `0b846350ef` + ba54a2a637 + `7925993f42` + `0e2ab0831c` +
## aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `20f1afc5c7` 1 0.62 5431.2 -15436
## - `04e7268385` 1 0.66 5431.3 -15436
## - aa69c802b6 1 0.67 5431.3 -15436
## <none> 5430.6 -15435
## - `0e2ab0831c` 1 0.78 5431.4 -15435
## - `0b846350ef` 1 0.80 5431.4 -15435
## + `2a457d15d9` 1 0.62 5430.0 -15435
## + `8a21502326` 1 0.59 5430.0 -15435
## + `55907cc1de` 1 0.56 5430.0 -15435
## + fbf66c8021 1 0.54 5430.1 -15435
## - `96e6f0be58` 1 0.89 5431.5 -15435
## - `56371466d7` 1 0.92 5431.5 -15435
## + `77b3b41efa` 1 0.47 5430.1 -15435
## + `173b6590ae` 1 0.45 5430.1 -15435
## - ffd1cdcfc1 1 0.99 5431.6 -15435
## - `12eda2d982` 1 1.02 5431.6 -15434
## + `9b6e0b36c2` 1 0.39 5430.2 -15434
## + `7cb7913148_5` 1 0.35 5430.2 -15434
## + `8311343404` 1 0.33 5430.3 -15434
## - `25bbf0e7e7` 1 1.11 5431.7 -15434
## + `7cb7913148_7` 1 0.30 5430.3 -15434
## + `55cf3f7627` 1 0.27 5430.3 -15434
## + `6516422788` 1 0.27 5430.3 -15434
## + `2e874bc151` 1 0.27 5430.3 -15434
## - `65aed7dc1f` 1 1.19 5431.8 -15434
## + `7cb7913148_6` 1 0.24 5430.4 -15434
## + `4fc17427c8` 1 0.22 5430.4 -15434
## + `3df2300fa2` 1 0.20 5430.4 -15434
## + a24802caa5 1 0.20 5430.4 -15434
## + dcfcbc2ea1 1 0.19 5430.4 -15434
## + `7734c0c22f` 1 0.18 5430.4 -15434
## + e7ee22effb 1 0.15 5430.4 -15434
## + `0342faceb5` 1 0.14 5430.5 -15434
## - `96c30c7eef` 1 1.30 5431.9 -15434
## + e5efa4d39a 1 0.09 5430.5 -15434
## + `7743f273c2` 1 0.09 5430.5 -15434
## + b709f75447 1 0.09 5430.5 -15434
## + e0a0772df0 1 0.07 5430.5 -15434
## + ee2ac696ff 1 0.06 5430.5 -15434
## + fdf8628ca7 1 0.05 5430.5 -15434
## + fe8cdd80ba 1 0.04 5430.6 -15434
## + c1b8ce2354 1 0.04 5430.6 -15434
## + `3eb53ae932` 1 0.04 5430.6 -15434
## + `779d13189e` 1 0.03 5430.6 -15434
## + `7cb7913148_4` 1 0.02 5430.6 -15433
## + b9a487ac3c 1 0.02 5430.6 -15433
## + `4468394575` 1 0.01 5430.6 -15433
## + `072b7e8f27` 1 0.01 5430.6 -15433
## + `435dec85e2` 1 0.01 5430.6 -15433
## + d4d6566f9c 1 0.01 5430.6 -15433
## + `7cb7913148_1` 1 0.01 5430.6 -15433
## + `7cb7913148_2` 1 0.01 5430.6 -15433
## + d035af6ffa 1 0.00 5430.6 -15433
## + ac826f0013 1 0.00 5430.6 -15433
## + `99d44111c9` 1 0.00 5430.6 -15433
## + c58f611921 1 0.00 5430.6 -15433
## - `7cb7913148_3` 1 1.47 5432.1 -15433
## - `136c1727c3` 1 1.54 5432.1 -15433
## - `98475257f7` 1 1.57 5432.2 -15433
## - `7925993f42` 1 1.63 5432.2 -15433
## - `1fa099bb01` 1 1.66 5432.3 -15433
## - `789b5244a9` 1 1.86 5432.5 -15432
## - ed7e658a27 1 1.94 5432.5 -15432
## - bdf934caa7 1 2.12 5432.7 -15432
## - ba54a2a637 1 2.13 5432.7 -15431
## - `63bcf89b1d` 1 2.20 5432.8 -15431
## - `2bc6ab42f7` 1 2.31 5432.9 -15431
## - `1f222e3669` 1 2.55 5433.2 -15430
## - `8de0382f02` 1 2.68 5433.3 -15430
## - b4112a94a6 1 2.68 5433.3 -15430
## - fe0318e273 1 2.69 5433.3 -15430
## - `3e200bf766` 1 3.51 5434.1 -15428
## - `384bec5dd1_1` 1 3.80 5434.4 -15427
## - f66b98dd69 1 3.91 5434.5 -15426
## - ae08d2297e 1 4.05 5434.7 -15426
## - `298ed82b22` 1 4.06 5434.7 -15426
## - `2719b72c0d` 1 4.07 5434.7 -15426
## - `29bbd86997` 1 4.26 5434.9 -15426
## - abca7a848f 1 5.41 5436.0 -15422
## - `49756d8e0f` 1 6.53 5437.1 -15419
## - `60ec1426ce` 1 6.74 5437.3 -15419
## - `016399044a` 1 12.25 5442.9 -15403
## - `1f3058af83` 1 12.77 5443.4 -15402
## - c0c3df65b1 1 15.21 5445.8 -15395
## - `087235d61e` 1 17.68 5448.3 -15388
## - f0a0febd35 1 17.93 5448.5 -15387
## - `7fe6cb4c98` 1 21.61 5452.2 -15377
## - f013b60e50 1 29.92 5460.5 -15354
## - a14fd026ce 1 33.95 5464.6 -15343
## - `87b982928b` 1 36.67 5467.3 -15335
## - `5f360995ef` 1 36.80 5467.4 -15335
## - ea0f4a32e3 1 48.32 5478.9 -15303
## - `174825d438` 1 65.80 5496.4 -15255
## - `8c2e088a3d` 1 74.35 5505.0 -15231
## - `8f5f7c556a` 1 81.41 5512.0 -15212
## - `2d7fe4693a` 1 89.31 5519.9 -15190
## - `7841b6a5b1` 1 118.25 5548.9 -15111
## - d2c775fa99 1 132.79 5563.4 -15071
## - beb6e17af1 1 175.70 5606.3 -14955
## - `5b862c0a8f` 1 200.34 5630.9 -14888
## - `9a575e82a4_1` 1 223.12 5653.7 -14827
## - e86a2190c1 1 225.07 5655.7 -14822
## - `6db53d265a` 1 243.88 5674.5 -14772
## - `06888ceac9_1` 1 247.59 5678.2 -14762
## - aee1e4fc85 1 291.16 5721.8 -14646
## - `253eb5ef11` 1 366.13 5796.7 -14448
##
## Step: AIC=-15435.67
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `04e7268385` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `1f222e3669` + `789b5244a9` + b4112a94a6 +
## `8de0382f02` + `3e200bf766` + `12eda2d982` + `0b846350ef` +
## ba54a2a637 + `7925993f42` + `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - `04e7268385` 1 0.64 5431.9 -15436
## - aa69c802b6 1 0.69 5431.9 -15436
## <none> 5431.2 -15436
## - `0e2ab0831c` 1 0.77 5432.0 -15436
## - `0b846350ef` 1 0.79 5432.0 -15436
## + `20f1afc5c7` 1 0.62 5430.6 -15435
## + `2a457d15d9` 1 0.61 5430.6 -15435
## + `8a21502326` 1 0.60 5430.6 -15435
## + `55907cc1de` 1 0.56 5430.7 -15435
## + fbf66c8021 1 0.55 5430.7 -15435
## - `96e6f0be58` 1 0.90 5432.1 -15435
## - `56371466d7` 1 0.93 5432.1 -15435
## + `77b3b41efa` 1 0.48 5430.7 -15435
## + `173b6590ae` 1 0.44 5430.8 -15435
## - ffd1cdcfc1 1 1.00 5432.2 -15435
## - `12eda2d982` 1 1.01 5432.2 -15435
## + `9b6e0b36c2` 1 0.39 5430.8 -15435
## + `7cb7913148_5` 1 0.36 5430.9 -15435
## + `8311343404` 1 0.32 5430.9 -15435
## - `25bbf0e7e7` 1 1.11 5432.3 -15435
## + `7cb7913148_7` 1 0.30 5430.9 -15434
## + `55cf3f7627` 1 0.27 5431.0 -15434
## + `6516422788` 1 0.26 5431.0 -15434
## + `2e874bc151` 1 0.26 5431.0 -15434
## - `65aed7dc1f` 1 1.19 5432.4 -15434
## + `7cb7913148_6` 1 0.24 5431.0 -15434
## + `4fc17427c8` 1 0.22 5431.0 -15434
## + a24802caa5 1 0.20 5431.0 -15434
## + `3df2300fa2` 1 0.20 5431.0 -15434
## + dcfcbc2ea1 1 0.19 5431.0 -15434
## + `7734c0c22f` 1 0.18 5431.0 -15434
## + e7ee22effb 1 0.16 5431.1 -15434
## + `0342faceb5` 1 0.15 5431.1 -15434
## - `96c30c7eef` 1 1.33 5432.5 -15434
## + `7743f273c2` 1 0.09 5431.1 -15434
## + e5efa4d39a 1 0.09 5431.1 -15434
## + b709f75447 1 0.09 5431.1 -15434
## + e0a0772df0 1 0.08 5431.1 -15434
## + ee2ac696ff 1 0.06 5431.2 -15434
## + fdf8628ca7 1 0.05 5431.2 -15434
## + fe8cdd80ba 1 0.04 5431.2 -15434
## + c1b8ce2354 1 0.04 5431.2 -15434
## + `3eb53ae932` 1 0.04 5431.2 -15434
## + `779d13189e` 1 0.03 5431.2 -15434
## + `7cb7913148_4` 1 0.02 5431.2 -15434
## + b9a487ac3c 1 0.01 5431.2 -15434
## + `072b7e8f27` 1 0.01 5431.2 -15434
## + `4468394575` 1 0.01 5431.2 -15434
## + `435dec85e2` 1 0.01 5431.2 -15434
## + d4d6566f9c 1 0.01 5431.2 -15434
## + `7cb7913148_1` 1 0.01 5431.2 -15434
## + `7cb7913148_2` 1 0.00 5431.2 -15434
## + d035af6ffa 1 0.00 5431.2 -15434
## + ac826f0013 1 0.00 5431.2 -15434
## + c58f611921 1 0.00 5431.2 -15434
## + `99d44111c9` 1 0.00 5431.2 -15434
## - `7cb7913148_3` 1 1.46 5432.7 -15434
## - `136c1727c3` 1 1.55 5432.8 -15433
## - `98475257f7` 1 1.60 5432.8 -15433
## - `7925993f42` 1 1.63 5432.8 -15433
## - `1fa099bb01` 1 1.68 5432.9 -15433
## - `789b5244a9` 1 1.90 5433.1 -15432
## - ed7e658a27 1 1.98 5433.2 -15432
## - ba54a2a637 1 2.14 5433.4 -15432
## - bdf934caa7 1 2.16 5433.4 -15432
## - `63bcf89b1d` 1 2.19 5433.4 -15432
## - `2bc6ab42f7` 1 2.32 5433.5 -15431
## - `1f222e3669` 1 2.53 5433.7 -15431
## - fe0318e273 1 2.68 5433.9 -15430
## - `8de0382f02` 1 2.71 5433.9 -15430
## - b4112a94a6 1 2.71 5433.9 -15430
## - `3e200bf766` 1 3.49 5434.7 -15428
## - `384bec5dd1_1` 1 3.83 5435.1 -15427
## - f66b98dd69 1 3.93 5435.1 -15427
## - ae08d2297e 1 4.03 5435.2 -15426
## - `2719b72c0d` 1 4.08 5435.3 -15426
## - `298ed82b22` 1 4.10 5435.3 -15426
## - `29bbd86997` 1 4.28 5435.5 -15426
## - abca7a848f 1 5.40 5436.6 -15423
## - `49756d8e0f` 1 6.54 5437.8 -15419
## - `60ec1426ce` 1 6.75 5438.0 -15419
## - `016399044a` 1 12.21 5443.4 -15404
## - `1f3058af83` 1 12.74 5444.0 -15402
## - c0c3df65b1 1 15.17 5446.4 -15395
## - `087235d61e` 1 17.65 5448.9 -15388
## - f0a0febd35 1 17.97 5449.2 -15388
## - `7fe6cb4c98` 1 21.63 5452.8 -15377
## - f013b60e50 1 29.90 5461.1 -15354
## - a14fd026ce 1 33.94 5465.2 -15343
## - `87b982928b` 1 36.61 5467.8 -15336
## - `5f360995ef` 1 36.76 5468.0 -15335
## - ea0f4a32e3 1 48.35 5479.6 -15303
## - `174825d438` 1 65.67 5496.9 -15256
## - `8c2e088a3d` 1 74.36 5505.6 -15232
## - `8f5f7c556a` 1 81.53 5512.7 -15212
## - `2d7fe4693a` 1 89.25 5520.5 -15191
## - `7841b6a5b1` 1 118.15 5549.4 -15111
## - d2c775fa99 1 132.68 5563.9 -15072
## - beb6e17af1 1 175.68 5606.9 -14955
## - `5b862c0a8f` 1 200.52 5631.7 -14888
## - `9a575e82a4_1` 1 222.94 5654.2 -14828
## - e86a2190c1 1 225.02 5656.2 -14822
## - `6db53d265a` 1 243.90 5675.1 -14772
## - `06888ceac9_1` 1 247.80 5679.0 -14761
## - aee1e4fc85 1 291.36 5722.6 -14646
## - `253eb5ef11` 1 366.32 5797.5 -14448
##
## Step: AIC=-15435.89
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## `1f222e3669` + `789b5244a9` + b4112a94a6 + `8de0382f02` +
## `3e200bf766` + `12eda2d982` + `0b846350ef` + ba54a2a637 +
## `7925993f42` + `0e2ab0831c` + aa69c802b6
##
## Df Sum of Sq RSS AIC
## - aa69c802b6 1 0.67 5432.5 -15436
## <none> 5431.9 -15436
## - `0e2ab0831c` 1 0.77 5432.6 -15436
## - `0b846350ef` 1 0.79 5432.6 -15436
## + `04e7268385` 1 0.64 5431.2 -15436
## + `2a457d15d9` 1 0.61 5431.2 -15436
## + `8a21502326` 1 0.60 5431.3 -15436
## + `20f1afc5c7` 1 0.59 5431.3 -15436
## + `55907cc1de` 1 0.57 5431.3 -15436
## - `96e6f0be58` 1 0.89 5432.7 -15435
## + fbf66c8021 1 0.53 5431.3 -15435
## - `56371466d7` 1 0.95 5432.8 -15435
## + `77b3b41efa` 1 0.48 5431.4 -15435
## + `173b6590ae` 1 0.44 5431.4 -15435
## - ffd1cdcfc1 1 1.00 5432.8 -15435
## - `12eda2d982` 1 1.00 5432.9 -15435
## + `9b6e0b36c2` 1 0.40 5431.5 -15435
## + `7cb7913148_5` 1 0.36 5431.5 -15435
## - `25bbf0e7e7` 1 1.10 5433.0 -15435
## + `8311343404` 1 0.32 5431.5 -15435
## + `7cb7913148_7` 1 0.29 5431.6 -15435
## + `6516422788` 1 0.28 5431.6 -15435
## + `55cf3f7627` 1 0.27 5431.6 -15435
## - `65aed7dc1f` 1 1.16 5433.0 -15435
## + `2e874bc151` 1 0.25 5431.6 -15435
## + `7cb7913148_6` 1 0.24 5431.6 -15435
## + `4fc17427c8` 1 0.21 5431.6 -15434
## + `3df2300fa2` 1 0.19 5431.7 -15434
## + a24802caa5 1 0.19 5431.7 -15434
## + dcfcbc2ea1 1 0.19 5431.7 -15434
## + `7734c0c22f` 1 0.17 5431.7 -15434
## + e7ee22effb 1 0.15 5431.7 -15434
## + `0342faceb5` 1 0.14 5431.7 -15434
## - `96c30c7eef` 1 1.33 5433.2 -15434
## + `7743f273c2` 1 0.10 5431.8 -15434
## + e5efa4d39a 1 0.09 5431.8 -15434
## + b709f75447 1 0.09 5431.8 -15434
## + e0a0772df0 1 0.08 5431.8 -15434
## + ee2ac696ff 1 0.06 5431.8 -15434
## + fdf8628ca7 1 0.05 5431.8 -15434
## + fe8cdd80ba 1 0.04 5431.8 -15434
## + c1b8ce2354 1 0.04 5431.8 -15434
## + `3eb53ae932` 1 0.04 5431.8 -15434
## + `779d13189e` 1 0.03 5431.8 -15434
## + `7cb7913148_4` 1 0.02 5431.8 -15434
## + b9a487ac3c 1 0.01 5431.8 -15434
## + `072b7e8f27` 1 0.01 5431.8 -15434
## + `4468394575` 1 0.01 5431.8 -15434
## + `435dec85e2` 1 0.01 5431.8 -15434
## + d4d6566f9c 1 0.01 5431.8 -15434
## + `7cb7913148_1` 1 0.01 5431.8 -15434
## + `7cb7913148_2` 1 0.00 5431.8 -15434
## + d035af6ffa 1 0.00 5431.9 -15434
## + ac826f0013 1 0.00 5431.9 -15434
## + c58f611921 1 0.00 5431.9 -15434
## + `99d44111c9` 1 0.00 5431.9 -15434
## - `7cb7913148_3` 1 1.46 5433.3 -15434
## - `136c1727c3` 1 1.58 5433.4 -15434
## - `98475257f7` 1 1.59 5433.4 -15433
## - `7925993f42` 1 1.66 5433.5 -15433
## - `1fa099bb01` 1 1.71 5433.6 -15433
## - `789b5244a9` 1 1.89 5433.7 -15433
## - ed7e658a27 1 1.98 5433.8 -15432
## - ba54a2a637 1 2.15 5434.0 -15432
## - bdf934caa7 1 2.17 5434.0 -15432
## - `63bcf89b1d` 1 2.19 5434.0 -15432
## - `2bc6ab42f7` 1 2.30 5434.2 -15432
## - `1f222e3669` 1 2.51 5434.4 -15431
## - `8de0382f02` 1 2.72 5434.6 -15430
## - b4112a94a6 1 2.72 5434.6 -15430
## - fe0318e273 1 2.73 5434.6 -15430
## - `3e200bf766` 1 3.48 5435.3 -15428
## - `384bec5dd1_1` 1 3.85 5435.7 -15427
## - f66b98dd69 1 3.97 5435.8 -15427
## - ae08d2297e 1 4.04 5435.9 -15427
## - `298ed82b22` 1 4.08 5435.9 -15426
## - `2719b72c0d` 1 4.13 5436.0 -15426
## - `29bbd86997` 1 4.34 5436.2 -15426
## - abca7a848f 1 5.43 5437.3 -15423
## - `49756d8e0f` 1 6.51 5438.4 -15420
## - `60ec1426ce` 1 6.69 5438.5 -15419
## - `016399044a` 1 12.17 5444.0 -15404
## - `1f3058af83` 1 12.77 5444.6 -15402
## - c0c3df65b1 1 15.18 5447.0 -15396
## - `087235d61e` 1 17.63 5449.5 -15389
## - f0a0febd35 1 18.02 5449.9 -15388
## - `7fe6cb4c98` 1 21.60 5453.5 -15378
## - f013b60e50 1 29.92 5461.8 -15355
## - a14fd026ce 1 34.00 5465.9 -15343
## - `87b982928b` 1 36.57 5468.4 -15336
## - `5f360995ef` 1 36.86 5468.7 -15335
## - ea0f4a32e3 1 48.34 5480.2 -15304
## - `174825d438` 1 65.64 5497.5 -15256
## - `8c2e088a3d` 1 74.21 5506.1 -15232
## - `8f5f7c556a` 1 81.47 5513.3 -15212
## - `2d7fe4693a` 1 89.13 5521.0 -15191
## - `7841b6a5b1` 1 118.33 5550.2 -15111
## - d2c775fa99 1 132.93 5564.8 -15071
## - beb6e17af1 1 175.67 5607.5 -14955
## - `5b862c0a8f` 1 200.52 5632.4 -14888
## - `9a575e82a4_1` 1 223.04 5654.9 -14828
## - e86a2190c1 1 225.28 5657.1 -14822
## - `6db53d265a` 1 244.04 5675.9 -14772
## - `06888ceac9_1` 1 247.61 5679.5 -14762
## - aee1e4fc85 1 291.31 5723.2 -14646
## - `253eb5ef11` 1 365.99 5797.8 -14449
##
## Step: AIC=-15436.03
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## `1f222e3669` + `789b5244a9` + b4112a94a6 + `8de0382f02` +
## `3e200bf766` + `12eda2d982` + `0b846350ef` + ba54a2a637 +
## `7925993f42` + `0e2ab0831c`
##
## Df Sum of Sq RSS AIC
## <none> 5432.5 -15436
## + aa69c802b6 1 0.67 5431.9 -15436
## - `0e2ab0831c` 1 0.77 5433.3 -15436
## - `0b846350ef` 1 0.79 5433.3 -15436
## + `04e7268385` 1 0.62 5431.9 -15436
## + `8a21502326` 1 0.61 5431.9 -15436
## + `20f1afc5c7` 1 0.61 5431.9 -15436
## + `2a457d15d9` 1 0.60 5431.9 -15436
## - `96e6f0be58` 1 0.87 5433.4 -15436
## + `55907cc1de` 1 0.56 5432.0 -15436
## + fbf66c8021 1 0.53 5432.0 -15436
## - `56371466d7` 1 0.93 5433.5 -15435
## + `77b3b41efa` 1 0.49 5432.0 -15435
## + `173b6590ae` 1 0.44 5432.1 -15435
## - `12eda2d982` 1 0.99 5433.5 -15435
## - ffd1cdcfc1 1 1.01 5433.5 -15435
## + `7cb7913148_5` 1 0.41 5432.1 -15435
## + `9b6e0b36c2` 1 0.40 5432.1 -15435
## + `8311343404` 1 0.32 5432.2 -15435
## - `25bbf0e7e7` 1 1.12 5433.6 -15435
## + `7cb7913148_7` 1 0.29 5432.2 -15435
## + `6516422788` 1 0.28 5432.2 -15435
## + `55cf3f7627` 1 0.27 5432.3 -15435
## - `65aed7dc1f` 1 1.17 5433.7 -15435
## + `2e874bc151` 1 0.25 5432.3 -15435
## + `7cb7913148_6` 1 0.24 5432.3 -15435
## + `4fc17427c8` 1 0.21 5432.3 -15435
## + `3df2300fa2` 1 0.19 5432.3 -15435
## + a24802caa5 1 0.19 5432.3 -15435
## + dcfcbc2ea1 1 0.18 5432.3 -15434
## + `7734c0c22f` 1 0.18 5432.3 -15434
## + e7ee22effb 1 0.15 5432.4 -15434
## + `0342faceb5` 1 0.15 5432.4 -15434
## - `96c30c7eef` 1 1.32 5433.8 -15434
## + `7743f273c2` 1 0.10 5432.4 -15434
## + e5efa4d39a 1 0.09 5432.4 -15434
## + b709f75447 1 0.09 5432.4 -15434
## + e0a0772df0 1 0.08 5432.4 -15434
## + ee2ac696ff 1 0.06 5432.5 -15434
## + fdf8628ca7 1 0.05 5432.5 -15434
## + fe8cdd80ba 1 0.04 5432.5 -15434
## + c1b8ce2354 1 0.04 5432.5 -15434
## + `3eb53ae932` 1 0.04 5432.5 -15434
## + `779d13189e` 1 0.03 5432.5 -15434
## + `7cb7913148_4` 1 0.02 5432.5 -15434
## + `072b7e8f27` 1 0.01 5432.5 -15434
## + b9a487ac3c 1 0.01 5432.5 -15434
## + `4468394575` 1 0.01 5432.5 -15434
## + `435dec85e2` 1 0.01 5432.5 -15434
## + d4d6566f9c 1 0.01 5432.5 -15434
## + `7cb7913148_1` 1 0.01 5432.5 -15434
## + `7cb7913148_2` 1 0.00 5432.5 -15434
## + d035af6ffa 1 0.00 5432.5 -15434
## + ac826f0013 1 0.00 5432.5 -15434
## + c58f611921 1 0.00 5432.5 -15434
## + `99d44111c9` 1 0.00 5432.5 -15434
## - `7cb7913148_3` 1 1.44 5434.0 -15434
## - `136c1727c3` 1 1.58 5434.1 -15434
## - `98475257f7` 1 1.59 5434.1 -15434
## - `7925993f42` 1 1.67 5434.2 -15433
## - `1fa099bb01` 1 1.72 5434.2 -15433
## - `789b5244a9` 1 1.88 5434.4 -15433
## - ed7e658a27 1 1.97 5434.5 -15432
## - bdf934caa7 1 2.14 5434.7 -15432
## - ba54a2a637 1 2.15 5434.7 -15432
## - `63bcf89b1d` 1 2.19 5434.7 -15432
## - `2bc6ab42f7` 1 2.27 5434.8 -15432
## - `1f222e3669` 1 2.51 5435.0 -15431
## - `8de0382f02` 1 2.72 5435.2 -15430
## - b4112a94a6 1 2.72 5435.2 -15430
## - fe0318e273 1 2.74 5435.3 -15430
## - `3e200bf766` 1 3.48 5436.0 -15428
## - `384bec5dd1_1` 1 3.86 5436.4 -15427
## - f66b98dd69 1 3.95 5436.5 -15427
## - ae08d2297e 1 3.99 5436.5 -15427
## - `2719b72c0d` 1 4.10 5436.6 -15427
## - `298ed82b22` 1 4.10 5436.6 -15427
## - `29bbd86997` 1 4.30 5436.8 -15426
## - abca7a848f 1 5.38 5437.9 -15423
## - `49756d8e0f` 1 6.53 5439.1 -15420
## - `60ec1426ce` 1 6.73 5439.3 -15419
## - `016399044a` 1 12.17 5444.7 -15404
## - `1f3058af83` 1 12.71 5445.2 -15403
## - c0c3df65b1 1 15.15 5447.7 -15396
## - `087235d61e` 1 17.69 5450.2 -15389
## - f0a0febd35 1 18.04 5450.6 -15388
## - `7fe6cb4c98` 1 21.54 5454.1 -15378
## - f013b60e50 1 29.98 5462.5 -15355
## - a14fd026ce 1 34.01 5466.5 -15343
## - `87b982928b` 1 36.75 5469.3 -15336
## - `5f360995ef` 1 36.89 5469.4 -15335
## - ea0f4a32e3 1 48.34 5480.9 -15304
## - `174825d438` 1 65.98 5498.5 -15255
## - `8c2e088a3d` 1 74.23 5506.8 -15232
## - `8f5f7c556a` 1 81.38 5513.9 -15213
## - `2d7fe4693a` 1 89.22 5521.7 -15191
## - `7841b6a5b1` 1 118.25 5550.8 -15112
## - d2c775fa99 1 132.94 5565.5 -15072
## - beb6e17af1 1 175.55 5608.1 -14956
## - `5b862c0a8f` 1 200.32 5632.8 -14889
## - `9a575e82a4_1` 1 223.04 5655.6 -14828
## - e86a2190c1 1 225.25 5657.8 -14822
## - `6db53d265a` 1 243.79 5676.3 -14773
## - `06888ceac9_1` 1 247.23 5679.8 -14763
## - aee1e4fc85 1 291.44 5724.0 -14646
## - `253eb5ef11` 1 365.62 5798.1 -14451
## Start: AIC=-19232.4
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `435dec85e2` + d4d6566f9c +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + d035af6ffa + fbf66c8021 + `77b3b41efa` + fdf8628ca7 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `072b7e8f27` + a24802caa5 + `12eda2d982` + c58f611921 + `99d44111c9` +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + `779d13189e` +
## `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` +
## b709f75447 + `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff +
## `55cf3f7627` + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - a24802caa5 1 0.002 3708.8 -19234
## - c58f611921 1 0.003 3708.8 -19234
## - `99d44111c9` 1 0.003 3708.8 -19234
## - `77b3b41efa` 1 0.006 3708.8 -19234
## - fdf8628ca7 1 0.006 3708.8 -19234
## - `1f222e3669` 1 0.007 3708.8 -19234
## - `55cf3f7627` 1 0.012 3708.8 -19234
## - `7cb7913148_4` 1 0.014 3708.8 -19234
## - d035af6ffa 1 0.015 3708.8 -19234
## - e7ee22effb 1 0.018 3708.8 -19234
## - `779d13189e` 1 0.019 3708.8 -19234
## - `435dec85e2` 1 0.023 3708.8 -19234
## - d4d6566f9c 1 0.024 3708.8 -19234
## - b9a487ac3c 1 0.025 3708.8 -19234
## - `7734c0c22f` 1 0.026 3708.8 -19234
## - `0342faceb5` 1 0.035 3708.8 -19234
## - `072b7e8f27` 1 0.036 3708.8 -19234
## - ac826f0013 1 0.037 3708.8 -19234
## - `2e874bc151` 1 0.047 3708.8 -19234
## - `8311343404` 1 0.050 3708.8 -19234
## - `4fc17427c8` 1 0.060 3708.9 -19234
## - e0a0772df0 1 0.064 3708.9 -19234
## - `7841b6a5b1` 1 0.066 3708.9 -19234
## - fbf66c8021 1 0.067 3708.9 -19234
## - e5efa4d39a 1 0.070 3708.9 -19234
## - dcfcbc2ea1 1 0.080 3708.9 -19234
## - `4468394575` 1 0.080 3708.9 -19234
## - `29bbd86997` 1 0.088 3708.9 -19234
## - b709f75447 1 0.096 3708.9 -19234
## - ee2ac696ff 1 0.122 3708.9 -19234
## - `04e7268385` 1 0.156 3709.0 -19234
## - `3eb53ae932` 1 0.172 3709.0 -19234
## - c1b8ce2354 1 0.172 3709.0 -19234
## - `9b6e0b36c2` 1 0.231 3709.0 -19234
## - `7cb7913148_5` 1 0.246 3709.0 -19234
## - `7cb7913148_7` 1 0.246 3709.0 -19234
## - aa69c802b6 1 0.260 3709.1 -19233
## - `136c1727c3` 1 0.292 3709.1 -19233
## - `7cb7913148_2` 1 0.309 3709.1 -19233
## - `3df2300fa2` 1 0.328 3709.1 -19233
## - `7cb7913148_6` 1 0.329 3709.1 -19233
## - fe8cdd80ba 1 0.335 3709.1 -19233
## - `55907cc1de` 1 0.342 3709.1 -19233
## - `173b6590ae` 1 0.344 3709.1 -19233
## - `7743f273c2` 1 0.368 3709.2 -19233
## - `7cb7913148_1` 1 0.370 3709.2 -19233
## - `2a457d15d9` 1 0.376 3709.2 -19233
## - f66b98dd69 1 0.402 3709.2 -19233
## - `98475257f7` 1 0.419 3709.2 -19233
## - `2719b72c0d` 1 0.429 3709.2 -19233
## - `8a21502326` 1 0.442 3709.2 -19233
## - `96e6f0be58` 1 0.486 3709.3 -19232
## <none> 3708.8 -19232
## - `6516422788` 1 0.586 3709.4 -19232
## - `7925993f42` 1 0.645 3709.4 -19232
## - `20f1afc5c7` 1 0.667 3709.5 -19232
## - `12eda2d982` 1 0.767 3709.6 -19231
## - `1fa099bb01` 1 0.859 3709.7 -19231
## - `0b846350ef` 1 0.861 3709.7 -19231
## - `7cb7913148_3` 1 0.862 3709.7 -19231
## - `65aed7dc1f` 1 0.908 3709.7 -19231
## - ffd1cdcfc1 1 0.958 3709.8 -19231
## - `2bc6ab42f7` 1 0.982 3709.8 -19231
## - `789b5244a9` 1 1.019 3709.8 -19230
## - ed7e658a27 1 1.027 3709.8 -19230
## - bdf934caa7 1 1.129 3709.9 -19230
## - `63bcf89b1d` 1 1.192 3710.0 -19230
## - `0e2ab0831c` 1 1.218 3710.0 -19230
## - `25bbf0e7e7` 1 1.492 3710.3 -19229
## - `56371466d7` 1 1.633 3710.4 -19228
## - ba54a2a637 1 1.675 3710.5 -19228
## - `96c30c7eef` 1 1.711 3710.5 -19228
## - fe0318e273 1 1.711 3710.5 -19228
## - ae08d2297e 1 2.026 3710.8 -19227
## - `298ed82b22` 1 2.228 3711.0 -19226
## - b4112a94a6 1 2.438 3711.2 -19225
## - `8de0382f02` 1 2.439 3711.2 -19225
## - `3e200bf766` 1 3.245 3712.0 -19222
## - `384bec5dd1_1` 1 3.306 3712.1 -19222
## - `49756d8e0f` 1 5.053 3713.8 -19215
## - `60ec1426ce` 1 5.344 3714.1 -19214
## - abca7a848f 1 5.501 3714.3 -19213
## - `253eb5ef11` 1 7.019 3715.8 -19207
## - `1f3058af83` 1 8.358 3717.2 -19202
## - `016399044a` 1 9.538 3718.3 -19198
## - c0c3df65b1 1 10.974 3719.8 -19192
## - `087235d61e` 1 12.687 3721.5 -19185
## - f0a0febd35 1 12.689 3721.5 -19185
## - `7fe6cb4c98` 1 16.102 3724.9 -19172
## - f013b60e50 1 20.942 3729.7 -19154
## - `87b982928b` 1 26.511 3735.3 -19132
## - a14fd026ce 1 27.340 3736.1 -19129
## - `5f360995ef` 1 28.711 3737.5 -19124
## - ea0f4a32e3 1 41.079 3749.9 -19076
## - `174825d438` 1 48.269 3757.1 -19049
## - `8c2e088a3d` 1 50.215 3759.0 -19041
## - `2d7fe4693a` 1 53.416 3762.2 -19029
## - `8f5f7c556a` 1 69.282 3778.1 -18969
## - d2c775fa99 1 99.652 3808.4 -18854
## - beb6e17af1 1 121.492 3830.3 -18772
## - `5b862c0a8f` 1 144.033 3852.8 -18687
## - e86a2190c1 1 153.927 3862.7 -18650
## - `9a575e82a4_1` 1 155.114 3863.9 -18646
## - `6db53d265a` 1 172.963 3881.8 -18580
## - `06888ceac9_1` 1 178.501 3887.3 -18559
## - aee1e4fc85 1 206.403 3915.2 -18457
##
## Step: AIC=-19234.39
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `435dec85e2` + d4d6566f9c +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + d035af6ffa + fbf66c8021 + `77b3b41efa` + fdf8628ca7 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `072b7e8f27` + `12eda2d982` + c58f611921 + `99d44111c9` +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + `779d13189e` +
## `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` +
## b709f75447 + `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff +
## `55cf3f7627` + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - c58f611921 1 0.003 3708.8 -19236
## - `99d44111c9` 1 0.003 3708.8 -19236
## - `77b3b41efa` 1 0.006 3708.8 -19236
## - fdf8628ca7 1 0.006 3708.8 -19236
## - `1f222e3669` 1 0.007 3708.8 -19236
## - `55cf3f7627` 1 0.012 3708.8 -19236
## - `7cb7913148_4` 1 0.014 3708.8 -19236
## - d035af6ffa 1 0.015 3708.8 -19236
## - e7ee22effb 1 0.019 3708.8 -19236
## - `779d13189e` 1 0.019 3708.8 -19236
## - `435dec85e2` 1 0.023 3708.8 -19236
## - d4d6566f9c 1 0.023 3708.8 -19236
## - b9a487ac3c 1 0.025 3708.8 -19236
## - `7734c0c22f` 1 0.026 3708.8 -19236
## - `0342faceb5` 1 0.035 3708.8 -19236
## - `072b7e8f27` 1 0.036 3708.8 -19236
## - ac826f0013 1 0.037 3708.8 -19236
## - `2e874bc151` 1 0.047 3708.8 -19236
## - `8311343404` 1 0.051 3708.8 -19236
## - `4fc17427c8` 1 0.060 3708.9 -19236
## - e0a0772df0 1 0.064 3708.9 -19236
## - `7841b6a5b1` 1 0.066 3708.9 -19236
## - fbf66c8021 1 0.067 3708.9 -19236
## - e5efa4d39a 1 0.070 3708.9 -19236
## - `4468394575` 1 0.080 3708.9 -19236
## - dcfcbc2ea1 1 0.081 3708.9 -19236
## - `29bbd86997` 1 0.088 3708.9 -19236
## - b709f75447 1 0.096 3708.9 -19236
## - ee2ac696ff 1 0.121 3708.9 -19236
## - `04e7268385` 1 0.157 3709.0 -19236
## - `3eb53ae932` 1 0.172 3709.0 -19236
## - c1b8ce2354 1 0.172 3709.0 -19236
## - `9b6e0b36c2` 1 0.232 3709.0 -19236
## - `7cb7913148_5` 1 0.245 3709.0 -19235
## - `7cb7913148_7` 1 0.246 3709.0 -19235
## - aa69c802b6 1 0.260 3709.1 -19235
## - `136c1727c3` 1 0.293 3709.1 -19235
## - `7cb7913148_2` 1 0.308 3709.1 -19235
## - `3df2300fa2` 1 0.328 3709.1 -19235
## - `7cb7913148_6` 1 0.328 3709.1 -19235
## - fe8cdd80ba 1 0.335 3709.1 -19235
## - `55907cc1de` 1 0.342 3709.1 -19235
## - `173b6590ae` 1 0.344 3709.1 -19235
## - `7743f273c2` 1 0.367 3709.2 -19235
## - `7cb7913148_1` 1 0.370 3709.2 -19235
## - `2a457d15d9` 1 0.376 3709.2 -19235
## - f66b98dd69 1 0.402 3709.2 -19235
## - `98475257f7` 1 0.419 3709.2 -19235
## - `2719b72c0d` 1 0.429 3709.2 -19235
## - `8a21502326` 1 0.442 3709.2 -19235
## - `96e6f0be58` 1 0.487 3709.3 -19234
## <none> 3708.8 -19234
## - `6516422788` 1 0.586 3709.4 -19234
## - `7925993f42` 1 0.645 3709.4 -19234
## - `20f1afc5c7` 1 0.667 3709.5 -19234
## - `12eda2d982` 1 0.766 3709.6 -19233
## - `1fa099bb01` 1 0.859 3709.7 -19233
## - `0b846350ef` 1 0.861 3709.7 -19233
## - `7cb7913148_3` 1 0.861 3709.7 -19233
## - `65aed7dc1f` 1 0.907 3709.7 -19233
## - ffd1cdcfc1 1 0.958 3709.8 -19233
## - `2bc6ab42f7` 1 0.981 3709.8 -19233
## - `789b5244a9` 1 1.018 3709.8 -19232
## - ed7e658a27 1 1.027 3709.8 -19232
## + a24802caa5 1 0.002 3708.8 -19232
## - bdf934caa7 1 1.129 3709.9 -19232
## - `63bcf89b1d` 1 1.191 3710.0 -19232
## - `0e2ab0831c` 1 1.218 3710.0 -19232
## - `25bbf0e7e7` 1 1.492 3710.3 -19231
## - `56371466d7` 1 1.632 3710.4 -19230
## - ba54a2a637 1 1.675 3710.5 -19230
## - `96c30c7eef` 1 1.710 3710.5 -19230
## - fe0318e273 1 1.710 3710.5 -19230
## - ae08d2297e 1 2.024 3710.8 -19229
## - `298ed82b22` 1 2.227 3711.0 -19228
## - b4112a94a6 1 2.438 3711.2 -19227
## - `8de0382f02` 1 2.438 3711.2 -19227
## - `3e200bf766` 1 3.244 3712.0 -19224
## - `384bec5dd1_1` 1 3.307 3712.1 -19224
## - `49756d8e0f` 1 5.054 3713.9 -19217
## - `60ec1426ce` 1 5.343 3714.1 -19216
## - abca7a848f 1 5.502 3714.3 -19215
## - `253eb5ef11` 1 7.018 3715.8 -19209
## - `1f3058af83` 1 8.358 3717.2 -19204
## - `016399044a` 1 9.537 3718.3 -19200
## - c0c3df65b1 1 10.974 3719.8 -19194
## - f0a0febd35 1 12.690 3721.5 -19187
## - `087235d61e` 1 12.691 3721.5 -19187
## - `7fe6cb4c98` 1 16.101 3724.9 -19174
## - f013b60e50 1 20.947 3729.7 -19156
## - `87b982928b` 1 26.513 3735.3 -19134
## - a14fd026ce 1 27.344 3736.1 -19131
## - `5f360995ef` 1 28.718 3737.5 -19126
## - ea0f4a32e3 1 41.077 3749.9 -19078
## - `174825d438` 1 48.271 3757.1 -19051
## - `8c2e088a3d` 1 50.215 3759.0 -19043
## - `2d7fe4693a` 1 53.420 3762.2 -19031
## - `8f5f7c556a` 1 69.284 3778.1 -18971
## - d2c775fa99 1 99.659 3808.5 -18856
## - beb6e17af1 1 121.496 3830.3 -18774
## - `5b862c0a8f` 1 144.041 3852.8 -18689
## - e86a2190c1 1 153.928 3862.7 -18652
## - `9a575e82a4_1` 1 155.115 3863.9 -18648
## - `6db53d265a` 1 172.973 3881.8 -18582
## - `06888ceac9_1` 1 178.499 3887.3 -18561
## - aee1e4fc85 1 206.451 3915.2 -18458
##
## Step: AIC=-19236.38
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `435dec85e2` + d4d6566f9c +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + d035af6ffa + fbf66c8021 + `77b3b41efa` + fdf8628ca7 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `072b7e8f27` + `12eda2d982` + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 +
## `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff + `55cf3f7627` +
## `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `77b3b41efa` 1 0.006 3708.8 -19238
## - fdf8628ca7 1 0.006 3708.8 -19238
## - `1f222e3669` 1 0.007 3708.8 -19238
## - `55cf3f7627` 1 0.011 3708.8 -19238
## - `7cb7913148_4` 1 0.014 3708.8 -19238
## - d035af6ffa 1 0.015 3708.8 -19238
## - e7ee22effb 1 0.018 3708.8 -19238
## - `779d13189e` 1 0.019 3708.8 -19238
## - `435dec85e2` 1 0.023 3708.8 -19238
## - d4d6566f9c 1 0.023 3708.8 -19238
## - b9a487ac3c 1 0.025 3708.8 -19238
## - `7734c0c22f` 1 0.026 3708.8 -19238
## - `0342faceb5` 1 0.035 3708.8 -19238
## - `072b7e8f27` 1 0.036 3708.8 -19238
## - ac826f0013 1 0.037 3708.8 -19238
## - `2e874bc151` 1 0.047 3708.8 -19238
## - `99d44111c9` 1 0.050 3708.9 -19238
## - `8311343404` 1 0.051 3708.9 -19238
## - `4fc17427c8` 1 0.060 3708.9 -19238
## - e0a0772df0 1 0.064 3708.9 -19238
## - `7841b6a5b1` 1 0.065 3708.9 -19238
## - fbf66c8021 1 0.067 3708.9 -19238
## - e5efa4d39a 1 0.071 3708.9 -19238
## - `4468394575` 1 0.081 3708.9 -19238
## - dcfcbc2ea1 1 0.081 3708.9 -19238
## - `29bbd86997` 1 0.088 3708.9 -19238
## - b709f75447 1 0.097 3708.9 -19238
## - ee2ac696ff 1 0.121 3708.9 -19238
## - `04e7268385` 1 0.156 3709.0 -19238
## - `3eb53ae932` 1 0.173 3709.0 -19238
## - c1b8ce2354 1 0.173 3709.0 -19238
## - `9b6e0b36c2` 1 0.232 3709.0 -19238
## - `7cb7913148_7` 1 0.245 3709.0 -19237
## - `7cb7913148_5` 1 0.245 3709.0 -19237
## - aa69c802b6 1 0.260 3709.1 -19237
## - `136c1727c3` 1 0.294 3709.1 -19237
## - `7cb7913148_2` 1 0.308 3709.1 -19237
## - `3df2300fa2` 1 0.327 3709.1 -19237
## - `7cb7913148_6` 1 0.329 3709.1 -19237
## - fe8cdd80ba 1 0.335 3709.1 -19237
## - `55907cc1de` 1 0.342 3709.1 -19237
## - `173b6590ae` 1 0.344 3709.1 -19237
## - `7743f273c2` 1 0.368 3709.2 -19237
## - `7cb7913148_1` 1 0.371 3709.2 -19237
## - `2a457d15d9` 1 0.376 3709.2 -19237
## - f66b98dd69 1 0.402 3709.2 -19237
## - `98475257f7` 1 0.419 3709.2 -19237
## - `2719b72c0d` 1 0.429 3709.2 -19237
## - `8a21502326` 1 0.441 3709.2 -19237
## - `96e6f0be58` 1 0.486 3709.3 -19236
## <none> 3708.8 -19236
## - `6516422788` 1 0.587 3709.4 -19236
## - `7925993f42` 1 0.646 3709.4 -19236
## - `20f1afc5c7` 1 0.666 3709.5 -19236
## - `12eda2d982` 1 0.767 3709.6 -19235
## - `1fa099bb01` 1 0.858 3709.7 -19235
## - `0b846350ef` 1 0.859 3709.7 -19235
## - `7cb7913148_3` 1 0.862 3709.7 -19235
## - `65aed7dc1f` 1 0.907 3709.7 -19235
## - ffd1cdcfc1 1 0.957 3709.8 -19235
## - `2bc6ab42f7` 1 0.981 3709.8 -19235
## - `789b5244a9` 1 1.017 3709.8 -19234
## - ed7e658a27 1 1.025 3709.8 -19234
## + c58f611921 1 0.003 3708.8 -19234
## + a24802caa5 1 0.002 3708.8 -19234
## - bdf934caa7 1 1.130 3709.9 -19234
## - `63bcf89b1d` 1 1.190 3710.0 -19234
## - `0e2ab0831c` 1 1.218 3710.0 -19234
## - `25bbf0e7e7` 1 1.491 3710.3 -19233
## - `56371466d7` 1 1.634 3710.4 -19232
## - ba54a2a637 1 1.674 3710.5 -19232
## - `96c30c7eef` 1 1.709 3710.5 -19232
## - fe0318e273 1 1.711 3710.5 -19232
## - ae08d2297e 1 2.023 3710.8 -19231
## - `298ed82b22` 1 2.226 3711.0 -19230
## - b4112a94a6 1 2.436 3711.2 -19229
## - `8de0382f02` 1 2.437 3711.2 -19229
## - `3e200bf766` 1 3.242 3712.0 -19226
## - `384bec5dd1_1` 1 3.311 3712.1 -19226
## - `49756d8e0f` 1 5.052 3713.9 -19219
## - `60ec1426ce` 1 5.342 3714.1 -19218
## - abca7a848f 1 5.505 3714.3 -19217
## - `253eb5ef11` 1 7.021 3715.8 -19211
## - `1f3058af83` 1 8.358 3717.2 -19206
## - `016399044a` 1 9.537 3718.3 -19202
## - c0c3df65b1 1 10.985 3719.8 -19196
## - f0a0febd35 1 12.690 3721.5 -19189
## - `087235d61e` 1 12.697 3721.5 -19189
## - `7fe6cb4c98` 1 16.100 3724.9 -19176
## - f013b60e50 1 20.955 3729.8 -19158
## - `87b982928b` 1 26.511 3735.3 -19136
## - a14fd026ce 1 27.344 3736.1 -19133
## - `5f360995ef` 1 28.715 3737.5 -19128
## - ea0f4a32e3 1 41.078 3749.9 -19080
## - `174825d438` 1 48.269 3757.1 -19053
## - `8c2e088a3d` 1 50.249 3759.1 -19045
## - `2d7fe4693a` 1 53.419 3762.2 -19033
## - `8f5f7c556a` 1 69.284 3778.1 -18973
## - d2c775fa99 1 99.658 3808.5 -18858
## - beb6e17af1 1 121.493 3830.3 -18776
## - `5b862c0a8f` 1 144.039 3852.8 -18691
## - e86a2190c1 1 153.933 3862.7 -18654
## - `9a575e82a4_1` 1 155.112 3863.9 -18650
## - `6db53d265a` 1 173.037 3881.8 -18584
## - `06888ceac9_1` 1 178.498 3887.3 -18563
## - aee1e4fc85 1 206.448 3915.2 -18460
##
## Step: AIC=-19238.36
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `435dec85e2` + d4d6566f9c +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + d035af6ffa + fbf66c8021 + fdf8628ca7 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + `072b7e8f27` +
## `12eda2d982` + `99d44111c9` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + `779d13189e` + `0342faceb5` + ac826f0013 +
## ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 + `4468394575` +
## `4fc17427c8` + b9a487ac3c + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - fdf8628ca7 1 0.006 3708.8 -19240
## - `1f222e3669` 1 0.007 3708.8 -19240
## - `55cf3f7627` 1 0.011 3708.8 -19240
## - `7cb7913148_4` 1 0.014 3708.8 -19240
## - d035af6ffa 1 0.015 3708.8 -19240
## - e7ee22effb 1 0.019 3708.8 -19240
## - `779d13189e` 1 0.019 3708.8 -19240
## - `435dec85e2` 1 0.023 3708.8 -19240
## - d4d6566f9c 1 0.023 3708.8 -19240
## - b9a487ac3c 1 0.025 3708.8 -19240
## - `7734c0c22f` 1 0.026 3708.8 -19240
## - `0342faceb5` 1 0.035 3708.8 -19240
## - `072b7e8f27` 1 0.036 3708.8 -19240
## - ac826f0013 1 0.037 3708.8 -19240
## - `2e874bc151` 1 0.047 3708.9 -19240
## - `99d44111c9` 1 0.050 3708.9 -19240
## - `8311343404` 1 0.051 3708.9 -19240
## - `4fc17427c8` 1 0.061 3708.9 -19240
## - e0a0772df0 1 0.064 3708.9 -19240
## - `7841b6a5b1` 1 0.065 3708.9 -19240
## - fbf66c8021 1 0.068 3708.9 -19240
## - e5efa4d39a 1 0.071 3708.9 -19240
## - `4468394575` 1 0.080 3708.9 -19240
## - dcfcbc2ea1 1 0.081 3708.9 -19240
## - `29bbd86997` 1 0.088 3708.9 -19240
## - b709f75447 1 0.097 3708.9 -19240
## - ee2ac696ff 1 0.121 3708.9 -19240
## - `04e7268385` 1 0.157 3709.0 -19240
## - `3eb53ae932` 1 0.172 3709.0 -19240
## - c1b8ce2354 1 0.172 3709.0 -19240
## - `9b6e0b36c2` 1 0.232 3709.0 -19240
## - `7cb7913148_7` 1 0.245 3709.1 -19239
## - `7cb7913148_5` 1 0.245 3709.1 -19239
## - aa69c802b6 1 0.258 3709.1 -19239
## - `136c1727c3` 1 0.295 3709.1 -19239
## - `7cb7913148_2` 1 0.308 3709.1 -19239
## - `3df2300fa2` 1 0.328 3709.1 -19239
## - `7cb7913148_6` 1 0.328 3709.1 -19239
## - fe8cdd80ba 1 0.335 3709.1 -19239
## - `55907cc1de` 1 0.342 3709.1 -19239
## - `173b6590ae` 1 0.345 3709.2 -19239
## - `7743f273c2` 1 0.368 3709.2 -19239
## - `7cb7913148_1` 1 0.370 3709.2 -19239
## - `2a457d15d9` 1 0.375 3709.2 -19239
## - f66b98dd69 1 0.402 3709.2 -19239
## - `98475257f7` 1 0.419 3709.2 -19239
## - `2719b72c0d` 1 0.429 3709.2 -19239
## - `8a21502326` 1 0.441 3709.2 -19239
## - `96e6f0be58` 1 0.486 3709.3 -19238
## <none> 3708.8 -19238
## - `6516422788` 1 0.588 3709.4 -19238
## - `7925993f42` 1 0.646 3709.5 -19238
## - `20f1afc5c7` 1 0.666 3709.5 -19238
## - `12eda2d982` 1 0.767 3709.6 -19237
## - `1fa099bb01` 1 0.858 3709.7 -19237
## - `0b846350ef` 1 0.860 3709.7 -19237
## - `7cb7913148_3` 1 0.861 3709.7 -19237
## - `65aed7dc1f` 1 0.909 3709.7 -19237
## - ffd1cdcfc1 1 0.957 3709.8 -19237
## - `2bc6ab42f7` 1 0.981 3709.8 -19237
## - `789b5244a9` 1 1.017 3709.8 -19236
## - ed7e658a27 1 1.025 3709.8 -19236
## + `77b3b41efa` 1 0.006 3708.8 -19236
## + c58f611921 1 0.003 3708.8 -19236
## + a24802caa5 1 0.002 3708.8 -19236
## - bdf934caa7 1 1.132 3709.9 -19236
## - `63bcf89b1d` 1 1.190 3710.0 -19236
## - `0e2ab0831c` 1 1.217 3710.0 -19236
## - `25bbf0e7e7` 1 1.489 3710.3 -19235
## - `56371466d7` 1 1.639 3710.4 -19234
## - ba54a2a637 1 1.672 3710.5 -19234
## - `96c30c7eef` 1 1.708 3710.5 -19234
## - fe0318e273 1 1.711 3710.5 -19234
## - ae08d2297e 1 2.024 3710.8 -19232
## - `298ed82b22` 1 2.225 3711.0 -19232
## - b4112a94a6 1 2.438 3711.2 -19231
## - `8de0382f02` 1 2.438 3711.2 -19231
## - `3e200bf766` 1 3.243 3712.0 -19228
## - `384bec5dd1_1` 1 3.309 3712.1 -19228
## - `49756d8e0f` 1 5.050 3713.9 -19221
## - `60ec1426ce` 1 5.340 3714.1 -19220
## - abca7a848f 1 5.504 3714.3 -19219
## - `253eb5ef11` 1 7.020 3715.8 -19213
## - `1f3058af83` 1 8.354 3717.2 -19208
## - `016399044a` 1 9.534 3718.3 -19204
## - c0c3df65b1 1 10.981 3719.8 -19198
## - f0a0febd35 1 12.686 3721.5 -19191
## - `087235d61e` 1 12.697 3721.5 -19191
## - `7fe6cb4c98` 1 16.099 3724.9 -19178
## - f013b60e50 1 20.951 3729.8 -19160
## - `87b982928b` 1 26.511 3735.3 -19138
## - a14fd026ce 1 27.340 3736.1 -19135
## - `5f360995ef` 1 28.714 3737.5 -19130
## - ea0f4a32e3 1 41.074 3749.9 -19082
## - `174825d438` 1 48.268 3757.1 -19055
## - `8c2e088a3d` 1 50.251 3759.1 -19047
## - `2d7fe4693a` 1 53.414 3762.2 -19035
## - `8f5f7c556a` 1 69.290 3778.1 -18974
## - d2c775fa99 1 99.658 3808.5 -18860
## - beb6e17af1 1 121.488 3830.3 -18778
## - `5b862c0a8f` 1 144.054 3852.9 -18693
## - e86a2190c1 1 153.928 3862.7 -18656
## - `9a575e82a4_1` 1 155.192 3864.0 -18652
## - `6db53d265a` 1 173.031 3881.8 -18586
## - `06888ceac9_1` 1 178.492 3887.3 -18565
## - aee1e4fc85 1 206.453 3915.3 -18462
##
## Step: AIC=-19240.34
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `435dec85e2` + d4d6566f9c +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `1f222e3669` + `789b5244a9` + `2e874bc151` + dcfcbc2ea1 +
## `2a457d15d9` + d035af6ffa + fbf66c8021 + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + `072b7e8f27` + `12eda2d982` +
## `99d44111c9` + `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` +
## `779d13189e` + `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` +
## `7734c0c22f` + b709f75447 + `4468394575` + `4fc17427c8` +
## b9a487ac3c + ee2ac696ff + `55cf3f7627` + `0e2ab0831c` + aa69c802b6 +
## `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `1f222e3669` 1 0.007 3708.8 -19242
## - `55cf3f7627` 1 0.012 3708.8 -19242
## - `7cb7913148_4` 1 0.014 3708.8 -19242
## - d035af6ffa 1 0.015 3708.8 -19242
## - e7ee22effb 1 0.019 3708.8 -19242
## - `779d13189e` 1 0.019 3708.8 -19242
## - `435dec85e2` 1 0.023 3708.8 -19242
## - d4d6566f9c 1 0.023 3708.8 -19242
## - b9a487ac3c 1 0.025 3708.8 -19242
## - `7734c0c22f` 1 0.025 3708.8 -19242
## - `0342faceb5` 1 0.036 3708.8 -19242
## - `072b7e8f27` 1 0.036 3708.8 -19242
## - ac826f0013 1 0.036 3708.8 -19242
## - `2e874bc151` 1 0.046 3708.9 -19242
## - `99d44111c9` 1 0.050 3708.9 -19242
## - `8311343404` 1 0.051 3708.9 -19242
## - `4fc17427c8` 1 0.060 3708.9 -19242
## - e0a0772df0 1 0.064 3708.9 -19242
## - `7841b6a5b1` 1 0.065 3708.9 -19242
## - fbf66c8021 1 0.067 3708.9 -19242
## - e5efa4d39a 1 0.070 3708.9 -19242
## - `4468394575` 1 0.080 3708.9 -19242
## - dcfcbc2ea1 1 0.081 3708.9 -19242
## - `29bbd86997` 1 0.088 3708.9 -19242
## - b709f75447 1 0.097 3708.9 -19242
## - ee2ac696ff 1 0.120 3708.9 -19242
## - `04e7268385` 1 0.157 3709.0 -19242
## - `3eb53ae932` 1 0.172 3709.0 -19242
## - c1b8ce2354 1 0.172 3709.0 -19242
## - `9b6e0b36c2` 1 0.231 3709.0 -19241
## - `7cb7913148_7` 1 0.244 3709.1 -19241
## - `7cb7913148_5` 1 0.245 3709.1 -19241
## - aa69c802b6 1 0.259 3709.1 -19241
## - `136c1727c3` 1 0.296 3709.1 -19241
## - `7cb7913148_2` 1 0.308 3709.1 -19241
## - `3df2300fa2` 1 0.328 3709.1 -19241
## - `7cb7913148_6` 1 0.328 3709.1 -19241
## - fe8cdd80ba 1 0.335 3709.1 -19241
## - `55907cc1de` 1 0.343 3709.2 -19241
## - `173b6590ae` 1 0.344 3709.2 -19241
## - `7743f273c2` 1 0.367 3709.2 -19241
## - `7cb7913148_1` 1 0.370 3709.2 -19241
## - `2a457d15d9` 1 0.376 3709.2 -19241
## - f66b98dd69 1 0.402 3709.2 -19241
## - `98475257f7` 1 0.420 3709.2 -19241
## - `2719b72c0d` 1 0.429 3709.2 -19241
## - `8a21502326` 1 0.441 3709.3 -19241
## - `96e6f0be58` 1 0.487 3709.3 -19240
## <none> 3708.8 -19240
## - `6516422788` 1 0.590 3709.4 -19240
## - `7925993f42` 1 0.646 3709.5 -19240
## - `20f1afc5c7` 1 0.666 3709.5 -19240
## - `12eda2d982` 1 0.767 3709.6 -19239
## - `1fa099bb01` 1 0.859 3709.7 -19239
## - `0b846350ef` 1 0.860 3709.7 -19239
## - `7cb7913148_3` 1 0.861 3709.7 -19239
## - `65aed7dc1f` 1 0.909 3709.7 -19239
## - ffd1cdcfc1 1 0.958 3709.8 -19239
## - `2bc6ab42f7` 1 0.981 3709.8 -19238
## - `789b5244a9` 1 1.016 3709.8 -19238
## - ed7e658a27 1 1.024 3709.8 -19238
## + fdf8628ca7 1 0.006 3708.8 -19238
## + `77b3b41efa` 1 0.006 3708.8 -19238
## + c58f611921 1 0.003 3708.8 -19238
## + a24802caa5 1 0.002 3708.8 -19238
## - bdf934caa7 1 1.131 3709.9 -19238
## - `63bcf89b1d` 1 1.189 3710.0 -19238
## - `0e2ab0831c` 1 1.219 3710.0 -19238
## - `25bbf0e7e7` 1 1.489 3710.3 -19237
## - `56371466d7` 1 1.638 3710.5 -19236
## - ba54a2a637 1 1.671 3710.5 -19236
## - `96c30c7eef` 1 1.707 3710.5 -19236
## - fe0318e273 1 1.709 3710.5 -19236
## - ae08d2297e 1 2.024 3710.8 -19234
## - `298ed82b22` 1 2.225 3711.0 -19234
## - b4112a94a6 1 2.437 3711.2 -19233
## - `8de0382f02` 1 2.437 3711.3 -19233
## - `3e200bf766` 1 3.243 3712.1 -19230
## - `384bec5dd1_1` 1 3.306 3712.1 -19230
## - `49756d8e0f` 1 5.053 3713.9 -19223
## - `60ec1426ce` 1 5.343 3714.2 -19222
## - abca7a848f 1 5.501 3714.3 -19221
## - `253eb5ef11` 1 7.020 3715.8 -19215
## - `1f3058af83` 1 8.354 3717.2 -19210
## - `016399044a` 1 9.528 3718.3 -19206
## - c0c3df65b1 1 10.978 3719.8 -19200
## - f0a0febd35 1 12.692 3721.5 -19193
## - `087235d61e` 1 12.700 3721.5 -19193
## - `7fe6cb4c98` 1 16.094 3724.9 -19180
## - f013b60e50 1 20.949 3729.8 -19161
## - `87b982928b` 1 26.506 3735.3 -19140
## - a14fd026ce 1 27.334 3736.1 -19137
## - `5f360995ef` 1 28.720 3737.5 -19132
## - ea0f4a32e3 1 41.105 3749.9 -19084
## - `174825d438` 1 48.262 3757.1 -19057
## - `8c2e088a3d` 1 50.255 3759.1 -19049
## - `2d7fe4693a` 1 53.411 3762.2 -19037
## - `8f5f7c556a` 1 69.312 3778.1 -18976
## - d2c775fa99 1 99.683 3808.5 -18861
## - beb6e17af1 1 121.536 3830.3 -18779
## - `5b862c0a8f` 1 144.049 3852.9 -18695
## - e86a2190c1 1 153.941 3862.8 -18658
## - `9a575e82a4_1` 1 155.188 3864.0 -18654
## - `6db53d265a` 1 173.062 3881.9 -18587
## - `06888ceac9_1` 1 178.486 3887.3 -18567
## - aee1e4fc85 1 206.454 3915.3 -18464
##
## Step: AIC=-19242.31
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `435dec85e2` + d4d6566f9c +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## d035af6ffa + fbf66c8021 + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `072b7e8f27` + `12eda2d982` + `99d44111c9` +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + `779d13189e` +
## `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` +
## b709f75447 + `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff +
## `55cf3f7627` + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `55cf3f7627` 1 0.012 3708.8 -19244
## - `7cb7913148_4` 1 0.014 3708.8 -19244
## - e7ee22effb 1 0.019 3708.8 -19244
## - `779d13189e` 1 0.019 3708.8 -19244
## - `435dec85e2` 1 0.023 3708.8 -19244
## - d4d6566f9c 1 0.023 3708.8 -19244
## - b9a487ac3c 1 0.025 3708.8 -19244
## - `7734c0c22f` 1 0.025 3708.8 -19244
## - `0342faceb5` 1 0.036 3708.9 -19244
## - `072b7e8f27` 1 0.036 3708.9 -19244
## - ac826f0013 1 0.037 3708.9 -19244
## - `2e874bc151` 1 0.046 3708.9 -19244
## - `99d44111c9` 1 0.050 3708.9 -19244
## - `8311343404` 1 0.051 3708.9 -19244
## - `4fc17427c8` 1 0.060 3708.9 -19244
## - e0a0772df0 1 0.064 3708.9 -19244
## - `7841b6a5b1` 1 0.066 3708.9 -19244
## - fbf66c8021 1 0.068 3708.9 -19244
## - e5efa4d39a 1 0.070 3708.9 -19244
## - `4468394575` 1 0.081 3708.9 -19244
## - dcfcbc2ea1 1 0.081 3708.9 -19244
## - `29bbd86997` 1 0.088 3708.9 -19244
## - b709f75447 1 0.097 3708.9 -19244
## - ee2ac696ff 1 0.120 3708.9 -19244
## - `04e7268385` 1 0.158 3709.0 -19244
## - `3eb53ae932` 1 0.172 3709.0 -19244
## - c1b8ce2354 1 0.172 3709.0 -19244
## - `9b6e0b36c2` 1 0.231 3709.1 -19243
## - `7cb7913148_7` 1 0.244 3709.1 -19243
## - `7cb7913148_5` 1 0.246 3709.1 -19243
## - aa69c802b6 1 0.258 3709.1 -19243
## - `136c1727c3` 1 0.297 3709.1 -19243
## - `7cb7913148_2` 1 0.307 3709.1 -19243
## - `3df2300fa2` 1 0.328 3709.1 -19243
## - `7cb7913148_6` 1 0.328 3709.1 -19243
## - fe8cdd80ba 1 0.335 3709.2 -19243
## - `55907cc1de` 1 0.343 3709.2 -19243
## - `173b6590ae` 1 0.344 3709.2 -19243
## - `7743f273c2` 1 0.366 3709.2 -19243
## - `7cb7913148_1` 1 0.368 3709.2 -19243
## - `2a457d15d9` 1 0.375 3709.2 -19243
## - f66b98dd69 1 0.403 3709.2 -19243
## - `98475257f7` 1 0.420 3709.2 -19243
## - `2719b72c0d` 1 0.430 3709.2 -19243
## - `8a21502326` 1 0.440 3709.3 -19243
## - `96e6f0be58` 1 0.486 3709.3 -19242
## <none> 3708.8 -19242
## - `6516422788` 1 0.592 3709.4 -19242
## - `7925993f42` 1 0.646 3709.5 -19242
## - `20f1afc5c7` 1 0.666 3709.5 -19242
## - `12eda2d982` 1 0.766 3709.6 -19241
## - `0b846350ef` 1 0.859 3709.7 -19241
## - `7cb7913148_3` 1 0.860 3709.7 -19241
## - `1fa099bb01` 1 0.860 3709.7 -19241
## - `65aed7dc1f` 1 0.909 3709.7 -19241
## - ffd1cdcfc1 1 0.959 3709.8 -19241
## - `2bc6ab42f7` 1 0.980 3709.8 -19240
## - `789b5244a9` 1 1.014 3709.8 -19240
## - ed7e658a27 1 1.023 3709.8 -19240
## + `1f222e3669` 1 0.007 3708.8 -19240
## + fdf8628ca7 1 0.006 3708.8 -19240
## + `77b3b41efa` 1 0.006 3708.8 -19240
## + c58f611921 1 0.003 3708.8 -19240
## + a24802caa5 1 0.002 3708.8 -19240
## - bdf934caa7 1 1.132 3710.0 -19240
## - `63bcf89b1d` 1 1.188 3710.0 -19240
## - `0e2ab0831c` 1 1.219 3710.0 -19240
## - `25bbf0e7e7` 1 1.490 3710.3 -19238
## - `56371466d7` 1 1.637 3710.5 -19238
## - ba54a2a637 1 1.671 3710.5 -19238
## - fe0318e273 1 1.707 3710.5 -19238
## - `96c30c7eef` 1 1.707 3710.5 -19238
## - ae08d2297e 1 2.022 3710.8 -19236
## - `298ed82b22` 1 2.227 3711.0 -19236
## - b4112a94a6 1 2.434 3711.3 -19235
## - `8de0382f02` 1 2.434 3711.3 -19235
## - d035af6ffa 1 2.580 3711.4 -19234
## - `3e200bf766` 1 3.241 3712.1 -19232
## - `384bec5dd1_1` 1 3.305 3712.1 -19232
## - `49756d8e0f` 1 5.056 3713.9 -19225
## - `60ec1426ce` 1 5.346 3714.2 -19224
## - abca7a848f 1 5.496 3714.3 -19223
## - `253eb5ef11` 1 7.019 3715.8 -19217
## - `1f3058af83` 1 8.359 3717.2 -19212
## - `016399044a` 1 9.529 3718.3 -19208
## - c0c3df65b1 1 10.979 3719.8 -19202
## - f0a0febd35 1 12.692 3721.5 -19195
## - `087235d61e` 1 12.695 3721.5 -19195
## - `7fe6cb4c98` 1 16.106 3724.9 -19182
## - f013b60e50 1 20.943 3729.8 -19163
## - `87b982928b` 1 26.509 3735.3 -19142
## - a14fd026ce 1 27.346 3736.2 -19139
## - `5f360995ef` 1 28.718 3737.5 -19134
## - ea0f4a32e3 1 41.100 3749.9 -19086
## - `174825d438` 1 48.265 3757.1 -19059
## - `8c2e088a3d` 1 50.248 3759.1 -19051
## - `2d7fe4693a` 1 53.423 3762.2 -19039
## - `8f5f7c556a` 1 69.310 3778.1 -18978
## - d2c775fa99 1 99.691 3808.5 -18863
## - beb6e17af1 1 121.531 3830.4 -18781
## - `5b862c0a8f` 1 144.053 3852.9 -18697
## - e86a2190c1 1 153.962 3862.8 -18660
## - `9a575e82a4_1` 1 155.188 3864.0 -18656
## - `6db53d265a` 1 173.086 3881.9 -18589
## - `06888ceac9_1` 1 178.508 3887.3 -18569
## - aee1e4fc85 1 206.499 3915.3 -18466
##
## Step: AIC=-19244.27
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_4` + `7cb7913148_5` + `7cb7913148_6` +
## `7cb7913148_7` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + e0a0772df0 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + c1b8ce2354 + `3eb53ae932` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `435dec85e2` + d4d6566f9c +
## `04e7268385` + `8311343404` + e7ee22effb + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## d035af6ffa + fbf66c8021 + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `072b7e8f27` + `12eda2d982` + `99d44111c9` +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + `779d13189e` +
## `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` +
## b709f75447 + `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff +
## `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_4` 1 0.014 3708.8 -19246
## - e7ee22effb 1 0.019 3708.8 -19246
## - `779d13189e` 1 0.019 3708.9 -19246
## - `435dec85e2` 1 0.023 3708.9 -19246
## - d4d6566f9c 1 0.023 3708.9 -19246
## - b9a487ac3c 1 0.025 3708.9 -19246
## - `7734c0c22f` 1 0.025 3708.9 -19246
## - `0342faceb5` 1 0.036 3708.9 -19246
## - ac826f0013 1 0.036 3708.9 -19246
## - `072b7e8f27` 1 0.037 3708.9 -19246
## - `2e874bc151` 1 0.047 3708.9 -19246
## - `99d44111c9` 1 0.050 3708.9 -19246
## - `8311343404` 1 0.051 3708.9 -19246
## - `4fc17427c8` 1 0.061 3708.9 -19246
## - e0a0772df0 1 0.064 3708.9 -19246
## - `7841b6a5b1` 1 0.066 3708.9 -19246
## - fbf66c8021 1 0.068 3708.9 -19246
## - e5efa4d39a 1 0.070 3708.9 -19246
## - `4468394575` 1 0.080 3708.9 -19246
## - dcfcbc2ea1 1 0.081 3708.9 -19246
## - `29bbd86997` 1 0.088 3708.9 -19246
## - b709f75447 1 0.097 3708.9 -19246
## - ee2ac696ff 1 0.120 3709.0 -19246
## - `04e7268385` 1 0.157 3709.0 -19246
## - `3eb53ae932` 1 0.172 3709.0 -19246
## - c1b8ce2354 1 0.172 3709.0 -19246
## - `9b6e0b36c2` 1 0.231 3709.1 -19245
## - `7cb7913148_7` 1 0.242 3709.1 -19245
## - `7cb7913148_5` 1 0.246 3709.1 -19245
## - aa69c802b6 1 0.259 3709.1 -19245
## - `136c1727c3` 1 0.296 3709.1 -19245
## - `7cb7913148_2` 1 0.306 3709.1 -19245
## - `3df2300fa2` 1 0.326 3709.2 -19245
## - `7cb7913148_6` 1 0.331 3709.2 -19245
## - fe8cdd80ba 1 0.335 3709.2 -19245
## - `55907cc1de` 1 0.343 3709.2 -19245
## - `173b6590ae` 1 0.344 3709.2 -19245
## - `7743f273c2` 1 0.366 3709.2 -19245
## - `7cb7913148_1` 1 0.368 3709.2 -19245
## - `2a457d15d9` 1 0.374 3709.2 -19245
## - f66b98dd69 1 0.402 3709.2 -19245
## - `98475257f7` 1 0.421 3709.3 -19245
## - `2719b72c0d` 1 0.429 3709.3 -19245
## - `8a21502326` 1 0.438 3709.3 -19245
## - `96e6f0be58` 1 0.485 3709.3 -19244
## <none> 3708.8 -19244
## - `6516422788` 1 0.591 3709.4 -19244
## - `7925993f42` 1 0.648 3709.5 -19244
## - `20f1afc5c7` 1 0.666 3709.5 -19244
## - `12eda2d982` 1 0.768 3709.6 -19243
## - `0b846350ef` 1 0.856 3709.7 -19243
## - `1fa099bb01` 1 0.860 3709.7 -19243
## - `7cb7913148_3` 1 0.860 3709.7 -19243
## - `65aed7dc1f` 1 0.910 3709.7 -19243
## - ffd1cdcfc1 1 0.961 3709.8 -19242
## - `2bc6ab42f7` 1 0.980 3709.8 -19242
## - `789b5244a9` 1 1.011 3709.8 -19242
## - ed7e658a27 1 1.020 3709.9 -19242
## + `55cf3f7627` 1 0.012 3708.8 -19242
## + `1f222e3669` 1 0.007 3708.8 -19242
## + fdf8628ca7 1 0.006 3708.8 -19242
## + `77b3b41efa` 1 0.006 3708.8 -19242
## + c58f611921 1 0.003 3708.8 -19242
## + a24802caa5 1 0.002 3708.8 -19242
## - bdf934caa7 1 1.130 3710.0 -19242
## - `63bcf89b1d` 1 1.196 3710.0 -19242
## - `0e2ab0831c` 1 1.218 3710.0 -19242
## - `25bbf0e7e7` 1 1.486 3710.3 -19240
## - `56371466d7` 1 1.636 3710.5 -19240
## - ba54a2a637 1 1.670 3710.5 -19240
## - fe0318e273 1 1.707 3710.5 -19240
## - `96c30c7eef` 1 1.708 3710.5 -19240
## - ae08d2297e 1 2.021 3710.9 -19238
## - `298ed82b22` 1 2.227 3711.1 -19238
## - b4112a94a6 1 2.438 3711.3 -19237
## - `8de0382f02` 1 2.438 3711.3 -19237
## - d035af6ffa 1 2.576 3711.4 -19236
## - `3e200bf766` 1 3.244 3712.1 -19234
## - `384bec5dd1_1` 1 3.307 3712.1 -19234
## - `49756d8e0f` 1 5.057 3713.9 -19227
## - `60ec1426ce` 1 5.347 3714.2 -19226
## - abca7a848f 1 5.500 3714.3 -19225
## - `253eb5ef11` 1 7.020 3715.9 -19219
## - `1f3058af83` 1 8.365 3717.2 -19214
## - `016399044a` 1 9.532 3718.4 -19209
## - c0c3df65b1 1 10.983 3719.8 -19204
## - f0a0febd35 1 12.698 3721.5 -19197
## - `087235d61e` 1 12.700 3721.5 -19197
## - `7fe6cb4c98` 1 16.109 3724.9 -19184
## - f013b60e50 1 20.959 3729.8 -19165
## - `87b982928b` 1 26.527 3735.4 -19144
## - a14fd026ce 1 27.352 3736.2 -19141
## - `5f360995ef` 1 28.722 3737.6 -19136
## - ea0f4a32e3 1 41.103 3749.9 -19088
## - `174825d438` 1 48.299 3757.1 -19060
## - `8c2e088a3d` 1 50.285 3759.1 -19053
## - `2d7fe4693a` 1 53.411 3762.2 -19041
## - `8f5f7c556a` 1 69.315 3778.1 -18980
## - d2c775fa99 1 99.692 3808.5 -18865
## - beb6e17af1 1 121.521 3830.4 -18783
## - `5b862c0a8f` 1 144.041 3852.9 -18699
## - e86a2190c1 1 154.000 3862.8 -18662
## - `9a575e82a4_1` 1 155.194 3864.0 -18658
## - `6db53d265a` 1 173.136 3882.0 -18591
## - `06888ceac9_1` 1 178.504 3887.3 -18571
## - aee1e4fc85 1 206.504 3915.3 -18468
##
## Step: AIC=-19246.21
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + e7ee22effb + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + d035af6ffa + fbf66c8021 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `072b7e8f27` + `12eda2d982` + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 +
## `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - e7ee22effb 1 0.019 3708.9 -19248
## - `779d13189e` 1 0.019 3708.9 -19248
## - `435dec85e2` 1 0.023 3708.9 -19248
## - d4d6566f9c 1 0.024 3708.9 -19248
## - b9a487ac3c 1 0.025 3708.9 -19248
## - `7734c0c22f` 1 0.025 3708.9 -19248
## - ac826f0013 1 0.036 3708.9 -19248
## - `0342faceb5` 1 0.037 3708.9 -19248
## - `072b7e8f27` 1 0.037 3708.9 -19248
## - `2e874bc151` 1 0.047 3708.9 -19248
## - `99d44111c9` 1 0.050 3708.9 -19248
## - `8311343404` 1 0.051 3708.9 -19248
## - `4fc17427c8` 1 0.060 3708.9 -19248
## - e0a0772df0 1 0.064 3708.9 -19248
## - `7841b6a5b1` 1 0.066 3708.9 -19248
## - fbf66c8021 1 0.068 3708.9 -19248
## - e5efa4d39a 1 0.070 3708.9 -19248
## - `4468394575` 1 0.080 3708.9 -19248
## - dcfcbc2ea1 1 0.081 3708.9 -19248
## - `29bbd86997` 1 0.088 3708.9 -19248
## - b709f75447 1 0.097 3708.9 -19248
## - ee2ac696ff 1 0.119 3709.0 -19248
## - `04e7268385` 1 0.157 3709.0 -19248
## - `3eb53ae932` 1 0.171 3709.0 -19248
## - c1b8ce2354 1 0.171 3709.0 -19248
## - `9b6e0b36c2` 1 0.231 3709.1 -19247
## - `7cb7913148_7` 1 0.242 3709.1 -19247
## - `7cb7913148_5` 1 0.243 3709.1 -19247
## - aa69c802b6 1 0.257 3709.1 -19247
## - `7cb7913148_2` 1 0.294 3709.1 -19247
## - `136c1727c3` 1 0.295 3709.1 -19247
## - `3df2300fa2` 1 0.327 3709.2 -19247
## - `7cb7913148_6` 1 0.333 3709.2 -19247
## - fe8cdd80ba 1 0.334 3709.2 -19247
## - `55907cc1de` 1 0.342 3709.2 -19247
## - `173b6590ae` 1 0.343 3709.2 -19247
## - `7cb7913148_1` 1 0.354 3709.2 -19247
## - `7743f273c2` 1 0.366 3709.2 -19247
## - `2a457d15d9` 1 0.375 3709.2 -19247
## - f66b98dd69 1 0.402 3709.2 -19247
## - `98475257f7` 1 0.422 3709.3 -19247
## - `2719b72c0d` 1 0.429 3709.3 -19247
## - `8a21502326` 1 0.439 3709.3 -19246
## - `96e6f0be58` 1 0.485 3709.3 -19246
## <none> 3708.8 -19246
## - `6516422788` 1 0.593 3709.4 -19246
## - `7925993f42` 1 0.651 3709.5 -19246
## - `20f1afc5c7` 1 0.668 3709.5 -19246
## - `12eda2d982` 1 0.766 3709.6 -19245
## - `7cb7913148_3` 1 0.847 3709.7 -19245
## - `0b846350ef` 1 0.854 3709.7 -19245
## - `1fa099bb01` 1 0.858 3709.7 -19245
## - `65aed7dc1f` 1 0.912 3709.8 -19245
## - ffd1cdcfc1 1 0.961 3709.8 -19244
## - `2bc6ab42f7` 1 0.982 3709.8 -19244
## - `789b5244a9` 1 1.013 3709.9 -19244
## + `7cb7913148_4` 1 0.014 3708.8 -19244
## + `55cf3f7627` 1 0.012 3708.8 -19244
## - ed7e658a27 1 1.022 3709.9 -19244
## + `1f222e3669` 1 0.007 3708.8 -19244
## + fdf8628ca7 1 0.006 3708.8 -19244
## + `77b3b41efa` 1 0.006 3708.8 -19244
## + c58f611921 1 0.003 3708.8 -19244
## + a24802caa5 1 0.002 3708.8 -19244
## - bdf934caa7 1 1.132 3710.0 -19244
## - `63bcf89b1d` 1 1.194 3710.0 -19244
## - `0e2ab0831c` 1 1.212 3710.1 -19244
## - `25bbf0e7e7` 1 1.487 3710.3 -19242
## - `56371466d7` 1 1.641 3710.5 -19242
## - ba54a2a637 1 1.672 3710.5 -19242
## - fe0318e273 1 1.706 3710.6 -19242
## - `96c30c7eef` 1 1.712 3710.6 -19242
## - ae08d2297e 1 2.023 3710.9 -19240
## - `298ed82b22` 1 2.230 3711.1 -19240
## - b4112a94a6 1 2.437 3711.3 -19239
## - `8de0382f02` 1 2.438 3711.3 -19239
## - d035af6ffa 1 2.579 3711.4 -19238
## - `3e200bf766` 1 3.244 3712.1 -19236
## - `384bec5dd1_1` 1 3.310 3712.2 -19235
## - `49756d8e0f` 1 5.068 3713.9 -19229
## - `60ec1426ce` 1 5.345 3714.2 -19228
## - abca7a848f 1 5.498 3714.3 -19227
## - `253eb5ef11` 1 7.024 3715.9 -19221
## - `1f3058af83` 1 8.356 3717.2 -19216
## - `016399044a` 1 9.528 3718.4 -19211
## - c0c3df65b1 1 10.981 3719.8 -19206
## - `087235d61e` 1 12.689 3721.5 -19199
## - f0a0febd35 1 12.693 3721.5 -19199
## - `7fe6cb4c98` 1 16.130 3725.0 -19186
## - f013b60e50 1 20.950 3729.8 -19167
## - `87b982928b` 1 26.523 3735.4 -19146
## - a14fd026ce 1 27.354 3736.2 -19143
## - `5f360995ef` 1 28.714 3737.6 -19137
## - ea0f4a32e3 1 41.121 3750.0 -19090
## - `174825d438` 1 48.317 3757.2 -19062
## - `8c2e088a3d` 1 50.301 3759.1 -19055
## - `2d7fe4693a` 1 53.425 3762.3 -19043
## - `8f5f7c556a` 1 69.316 3778.2 -18982
## - d2c775fa99 1 99.699 3808.5 -18867
## - beb6e17af1 1 121.512 3830.4 -18785
## - `5b862c0a8f` 1 144.027 3852.9 -18701
## - e86a2190c1 1 154.065 3862.9 -18664
## - `9a575e82a4_1` 1 155.182 3864.0 -18660
## - `6db53d265a` 1 173.136 3882.0 -18593
## - `06888ceac9_1` 1 178.497 3887.3 -18573
## - aee1e4fc85 1 206.502 3915.3 -18470
##
## Step: AIC=-19248.14
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + e5efa4d39a + `55907cc1de` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + d035af6ffa + fbf66c8021 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `072b7e8f27` + `12eda2d982` + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `779d13189e` + `0342faceb5` +
## ac826f0013 + ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 +
## `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `779d13189e` 1 0.019 3708.9 -19250
## - `435dec85e2` 1 0.024 3708.9 -19250
## - d4d6566f9c 1 0.024 3708.9 -19250
## - b9a487ac3c 1 0.024 3708.9 -19250
## - `7734c0c22f` 1 0.025 3708.9 -19250
## - ac826f0013 1 0.036 3708.9 -19250
## - `072b7e8f27` 1 0.037 3708.9 -19250
## - `0342faceb5` 1 0.037 3708.9 -19250
## - `2e874bc151` 1 0.047 3708.9 -19250
## - `99d44111c9` 1 0.050 3708.9 -19250
## - `8311343404` 1 0.051 3708.9 -19250
## - `4fc17427c8` 1 0.061 3708.9 -19250
## - e0a0772df0 1 0.064 3708.9 -19250
## - `7841b6a5b1` 1 0.066 3708.9 -19250
## - fbf66c8021 1 0.068 3708.9 -19250
## - e5efa4d39a 1 0.071 3708.9 -19250
## - `4468394575` 1 0.081 3708.9 -19250
## - dcfcbc2ea1 1 0.082 3708.9 -19250
## - `29bbd86997` 1 0.088 3709.0 -19250
## - b709f75447 1 0.098 3709.0 -19250
## - ee2ac696ff 1 0.118 3709.0 -19250
## - `04e7268385` 1 0.156 3709.0 -19250
## - `3eb53ae932` 1 0.171 3709.0 -19250
## - c1b8ce2354 1 0.171 3709.0 -19250
## - `9b6e0b36c2` 1 0.230 3709.1 -19249
## - `7cb7913148_7` 1 0.243 3709.1 -19249
## - `7cb7913148_5` 1 0.244 3709.1 -19249
## - aa69c802b6 1 0.258 3709.1 -19249
## - `7cb7913148_2` 1 0.292 3709.2 -19249
## - `136c1727c3` 1 0.294 3709.2 -19249
## - `3df2300fa2` 1 0.327 3709.2 -19249
## - `7cb7913148_6` 1 0.330 3709.2 -19249
## - fe8cdd80ba 1 0.332 3709.2 -19249
## - `55907cc1de` 1 0.342 3709.2 -19249
## - `173b6590ae` 1 0.345 3709.2 -19249
## - `7cb7913148_1` 1 0.351 3709.2 -19249
## - `7743f273c2` 1 0.365 3709.2 -19249
## - `2a457d15d9` 1 0.374 3709.2 -19249
## - f66b98dd69 1 0.401 3709.3 -19249
## - `98475257f7` 1 0.422 3709.3 -19248
## - `2719b72c0d` 1 0.427 3709.3 -19248
## - `8a21502326` 1 0.439 3709.3 -19248
## - `96e6f0be58` 1 0.485 3709.3 -19248
## <none> 3708.9 -19248
## - `6516422788` 1 0.592 3709.5 -19248
## - `7925993f42` 1 0.653 3709.5 -19248
## - `20f1afc5c7` 1 0.669 3709.5 -19248
## - `12eda2d982` 1 0.767 3709.6 -19247
## - `7cb7913148_3` 1 0.846 3709.7 -19247
## - `0b846350ef` 1 0.854 3709.7 -19247
## - `1fa099bb01` 1 0.860 3709.7 -19247
## - `65aed7dc1f` 1 0.918 3709.8 -19247
## - ffd1cdcfc1 1 0.960 3709.8 -19246
## - `2bc6ab42f7` 1 0.979 3709.8 -19246
## - `789b5244a9` 1 1.014 3709.9 -19246
## + e7ee22effb 1 0.019 3708.8 -19246
## + `7cb7913148_4` 1 0.014 3708.8 -19246
## + `55cf3f7627` 1 0.012 3708.9 -19246
## - ed7e658a27 1 1.023 3709.9 -19246
## + fdf8628ca7 1 0.007 3708.9 -19246
## + `1f222e3669` 1 0.006 3708.9 -19246
## + `77b3b41efa` 1 0.006 3708.9 -19246
## + c58f611921 1 0.003 3708.9 -19246
## + a24802caa5 1 0.002 3708.9 -19246
## - bdf934caa7 1 1.130 3710.0 -19246
## - `63bcf89b1d` 1 1.197 3710.1 -19246
## - `0e2ab0831c` 1 1.211 3710.1 -19246
## - `25bbf0e7e7` 1 1.488 3710.4 -19244
## - `56371466d7` 1 1.640 3710.5 -19244
## - ba54a2a637 1 1.674 3710.5 -19244
## - fe0318e273 1 1.706 3710.6 -19244
## - `96c30c7eef` 1 1.712 3710.6 -19244
## - ae08d2297e 1 2.030 3710.9 -19242
## - `298ed82b22` 1 2.229 3711.1 -19242
## - b4112a94a6 1 2.435 3711.3 -19241
## - `8de0382f02` 1 2.436 3711.3 -19241
## - d035af6ffa 1 2.583 3711.4 -19240
## - `3e200bf766` 1 3.240 3712.1 -19238
## - `384bec5dd1_1` 1 3.309 3712.2 -19237
## - `49756d8e0f` 1 5.067 3713.9 -19230
## - `60ec1426ce` 1 5.345 3714.2 -19230
## - abca7a848f 1 5.494 3714.4 -19229
## - `253eb5ef11` 1 7.029 3715.9 -19223
## - `1f3058af83` 1 8.359 3717.2 -19218
## - `016399044a` 1 9.537 3718.4 -19213
## - c0c3df65b1 1 10.969 3719.8 -19208
## - `087235d61e` 1 12.691 3721.6 -19201
## - f0a0febd35 1 12.703 3721.6 -19201
## - `7fe6cb4c98` 1 16.119 3725.0 -19188
## - f013b60e50 1 20.960 3729.8 -19169
## - `87b982928b` 1 26.536 3735.4 -19148
## - a14fd026ce 1 27.364 3736.2 -19145
## - `5f360995ef` 1 28.710 3737.6 -19139
## - ea0f4a32e3 1 41.129 3750.0 -19092
## - `174825d438` 1 48.364 3757.2 -19064
## - `8c2e088a3d` 1 50.289 3759.2 -19057
## - `2d7fe4693a` 1 53.422 3762.3 -19045
## - `8f5f7c556a` 1 69.303 3778.2 -18984
## - d2c775fa99 1 99.747 3808.6 -18869
## - beb6e17af1 1 121.505 3830.4 -18787
## - `5b862c0a8f` 1 144.015 3852.9 -18703
## - e86a2190c1 1 154.053 3862.9 -18666
## - `9a575e82a4_1` 1 155.197 3864.1 -18661
## - `6db53d265a` 1 173.153 3882.0 -18595
## - `06888ceac9_1` 1 178.480 3887.3 -18575
## - aee1e4fc85 1 206.512 3915.4 -18472
##
## Step: AIC=-19250.07
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `435dec85e2` + d4d6566f9c + `04e7268385` +
## `8311343404` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + e5efa4d39a + `55907cc1de` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + d035af6ffa + fbf66c8021 +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `072b7e8f27` + `12eda2d982` + `99d44111c9` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + `0342faceb5` + ac826f0013 +
## ba54a2a637 + `7925993f42` + `7734c0c22f` + b709f75447 + `4468394575` +
## `4fc17427c8` + b9a487ac3c + ee2ac696ff + `0e2ab0831c` + aa69c802b6 +
## `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `435dec85e2` 1 0.023 3708.9 -19252
## - d4d6566f9c 1 0.023 3708.9 -19252
## - `7734c0c22f` 1 0.024 3708.9 -19252
## - b9a487ac3c 1 0.024 3708.9 -19252
## - ac826f0013 1 0.036 3708.9 -19252
## - `072b7e8f27` 1 0.036 3708.9 -19252
## - `0342faceb5` 1 0.037 3708.9 -19252
## - `2e874bc151` 1 0.047 3708.9 -19252
## - `99d44111c9` 1 0.050 3708.9 -19252
## - `8311343404` 1 0.051 3708.9 -19252
## - `4fc17427c8` 1 0.061 3708.9 -19252
## - e0a0772df0 1 0.064 3708.9 -19252
## - `7841b6a5b1` 1 0.065 3708.9 -19252
## - fbf66c8021 1 0.068 3709.0 -19252
## - e5efa4d39a 1 0.070 3709.0 -19252
## - `4468394575` 1 0.082 3709.0 -19252
## - dcfcbc2ea1 1 0.082 3709.0 -19252
## - `29bbd86997` 1 0.088 3709.0 -19252
## - b709f75447 1 0.098 3709.0 -19252
## - ee2ac696ff 1 0.118 3709.0 -19252
## - `04e7268385` 1 0.157 3709.0 -19252
## - `3eb53ae932` 1 0.171 3709.1 -19251
## - c1b8ce2354 1 0.171 3709.1 -19251
## - `9b6e0b36c2` 1 0.230 3709.1 -19251
## - `7cb7913148_7` 1 0.243 3709.1 -19251
## - `7cb7913148_5` 1 0.244 3709.1 -19251
## - aa69c802b6 1 0.258 3709.1 -19251
## - `7cb7913148_2` 1 0.290 3709.2 -19251
## - `136c1727c3` 1 0.294 3709.2 -19251
## - `3df2300fa2` 1 0.323 3709.2 -19251
## - fe8cdd80ba 1 0.327 3709.2 -19251
## - `7cb7913148_6` 1 0.331 3709.2 -19251
## - `55907cc1de` 1 0.342 3709.2 -19251
## - `173b6590ae` 1 0.345 3709.2 -19251
## - `7cb7913148_1` 1 0.351 3709.2 -19251
## - `7743f273c2` 1 0.365 3709.2 -19251
## - `2a457d15d9` 1 0.372 3709.3 -19251
## - f66b98dd69 1 0.401 3709.3 -19250
## - `98475257f7` 1 0.422 3709.3 -19250
## - `2719b72c0d` 1 0.428 3709.3 -19250
## - `8a21502326` 1 0.440 3709.3 -19250
## - `96e6f0be58` 1 0.481 3709.4 -19250
## <none> 3708.9 -19250
## - `6516422788` 1 0.591 3709.5 -19250
## - `7925993f42` 1 0.653 3709.5 -19250
## - `20f1afc5c7` 1 0.669 3709.6 -19250
## - `12eda2d982` 1 0.767 3709.6 -19249
## - `7cb7913148_3` 1 0.846 3709.7 -19249
## - `0b846350ef` 1 0.854 3709.7 -19249
## - `1fa099bb01` 1 0.860 3709.7 -19249
## - `65aed7dc1f` 1 0.919 3709.8 -19248
## - ffd1cdcfc1 1 0.955 3709.8 -19248
## - `2bc6ab42f7` 1 0.979 3709.9 -19248
## + `779d13189e` 1 0.019 3708.9 -19248
## + e7ee22effb 1 0.019 3708.9 -19248
## - `789b5244a9` 1 1.015 3709.9 -19248
## + `7cb7913148_4` 1 0.014 3708.9 -19248
## + `55cf3f7627` 1 0.012 3708.9 -19248
## - ed7e658a27 1 1.024 3709.9 -19248
## + fdf8628ca7 1 0.007 3708.9 -19248
## + `1f222e3669` 1 0.006 3708.9 -19248
## + `77b3b41efa` 1 0.006 3708.9 -19248
## + c58f611921 1 0.003 3708.9 -19248
## + a24802caa5 1 0.002 3708.9 -19248
## - bdf934caa7 1 1.128 3710.0 -19248
## - `63bcf89b1d` 1 1.197 3710.1 -19247
## - `0e2ab0831c` 1 1.212 3710.1 -19247
## - `25bbf0e7e7` 1 1.488 3710.4 -19246
## - `56371466d7` 1 1.639 3710.5 -19246
## - ba54a2a637 1 1.674 3710.6 -19246
## - fe0318e273 1 1.706 3710.6 -19246
## - `96c30c7eef` 1 1.714 3710.6 -19245
## - ae08d2297e 1 2.029 3710.9 -19244
## - `298ed82b22` 1 2.230 3711.1 -19243
## - b4112a94a6 1 2.434 3711.3 -19243
## - `8de0382f02` 1 2.434 3711.3 -19243
## - d035af6ffa 1 2.594 3711.5 -19242
## - `3e200bf766` 1 3.239 3712.1 -19240
## - `384bec5dd1_1` 1 3.306 3712.2 -19239
## - `49756d8e0f` 1 5.081 3714.0 -19232
## - `60ec1426ce` 1 5.346 3714.2 -19231
## - abca7a848f 1 5.497 3714.4 -19231
## - `253eb5ef11` 1 7.066 3715.9 -19225
## - `1f3058af83` 1 8.350 3717.2 -19220
## - `016399044a` 1 9.554 3718.4 -19215
## - c0c3df65b1 1 10.974 3719.9 -19210
## - `087235d61e` 1 12.684 3721.6 -19203
## - f0a0febd35 1 12.708 3721.6 -19203
## - `7fe6cb4c98` 1 16.126 3725.0 -19190
## - f013b60e50 1 20.953 3729.8 -19171
## - `87b982928b` 1 26.555 3735.4 -19150
## - a14fd026ce 1 27.376 3736.3 -19146
## - `5f360995ef` 1 28.716 3737.6 -19141
## - ea0f4a32e3 1 41.119 3750.0 -19094
## - `174825d438` 1 48.350 3757.2 -19066
## - `8c2e088a3d` 1 50.361 3759.2 -19058
## - `2d7fe4693a` 1 53.420 3762.3 -19047
## - `8f5f7c556a` 1 69.298 3778.2 -18986
## - d2c775fa99 1 99.740 3808.6 -18871
## - beb6e17af1 1 121.488 3830.4 -18789
## - `5b862c0a8f` 1 144.054 3852.9 -18705
## - e86a2190c1 1 154.044 3862.9 -18668
## - `9a575e82a4_1` 1 155.200 3864.1 -18663
## - `6db53d265a` 1 173.134 3882.0 -18597
## - `06888ceac9_1` 1 178.564 3887.4 -18577
## - aee1e4fc85 1 206.570 3915.5 -18474
##
## Step: AIC=-19251.98
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + `8311343404` +
## `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `789b5244a9` + `2e874bc151` +
## dcfcbc2ea1 + `2a457d15d9` + d035af6ffa + fbf66c8021 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + `072b7e8f27` +
## `12eda2d982` + `99d44111c9` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` +
## `7734c0c22f` + b709f75447 + `4468394575` + `4fc17427c8` +
## b9a487ac3c + ee2ac696ff + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7734c0c22f` 1 0.024 3708.9 -19254
## - b9a487ac3c 1 0.025 3708.9 -19254
## - `072b7e8f27` 1 0.036 3708.9 -19254
## - ac826f0013 1 0.036 3708.9 -19254
## - `0342faceb5` 1 0.037 3708.9 -19254
## - `99d44111c9` 1 0.050 3709.0 -19254
## - `8311343404` 1 0.051 3709.0 -19254
## - `4fc17427c8` 1 0.061 3709.0 -19254
## - e0a0772df0 1 0.064 3709.0 -19254
## - `7841b6a5b1` 1 0.066 3709.0 -19254
## - fbf66c8021 1 0.067 3709.0 -19254
## - e5efa4d39a 1 0.070 3709.0 -19254
## - d4d6566f9c 1 0.079 3709.0 -19254
## - `4468394575` 1 0.082 3709.0 -19254
## - dcfcbc2ea1 1 0.083 3709.0 -19254
## - `29bbd86997` 1 0.087 3709.0 -19254
## - b709f75447 1 0.099 3709.0 -19254
## - ee2ac696ff 1 0.119 3709.0 -19254
## - `04e7268385` 1 0.156 3709.1 -19253
## - `3eb53ae932` 1 0.171 3709.1 -19253
## - c1b8ce2354 1 0.171 3709.1 -19253
## - `9b6e0b36c2` 1 0.227 3709.1 -19253
## - `7cb7913148_7` 1 0.243 3709.1 -19253
## - `7cb7913148_5` 1 0.244 3709.1 -19253
## - aa69c802b6 1 0.258 3709.2 -19253
## - `2e874bc151` 1 0.267 3709.2 -19253
## - `7cb7913148_2` 1 0.289 3709.2 -19253
## - `136c1727c3` 1 0.292 3709.2 -19253
## - `3df2300fa2` 1 0.323 3709.2 -19253
## - fe8cdd80ba 1 0.327 3709.2 -19253
## - `7cb7913148_6` 1 0.331 3709.2 -19253
## - `55907cc1de` 1 0.343 3709.2 -19253
## - `173b6590ae` 1 0.347 3709.3 -19253
## - `7cb7913148_1` 1 0.351 3709.3 -19253
## - `7743f273c2` 1 0.367 3709.3 -19253
## - `2a457d15d9` 1 0.370 3709.3 -19252
## - f66b98dd69 1 0.400 3709.3 -19252
## - `98475257f7` 1 0.420 3709.3 -19252
## - `2719b72c0d` 1 0.427 3709.3 -19252
## - `8a21502326` 1 0.440 3709.3 -19252
## - `96e6f0be58` 1 0.480 3709.4 -19252
## <none> 3708.9 -19252
## - `6516422788` 1 0.590 3709.5 -19252
## - `7925993f42` 1 0.657 3709.6 -19251
## - `20f1afc5c7` 1 0.668 3709.6 -19251
## - `12eda2d982` 1 0.767 3709.7 -19251
## - `7cb7913148_3` 1 0.845 3709.8 -19251
## - `0b846350ef` 1 0.855 3709.8 -19251
## - `1fa099bb01` 1 0.860 3709.8 -19251
## - `65aed7dc1f` 1 0.917 3709.8 -19250
## - ffd1cdcfc1 1 0.955 3709.9 -19250
## - `2bc6ab42f7` 1 0.975 3709.9 -19250
## + `435dec85e2` 1 0.023 3708.9 -19250
## + e7ee22effb 1 0.019 3708.9 -19250
## + `779d13189e` 1 0.019 3708.9 -19250
## - `789b5244a9` 1 1.015 3709.9 -19250
## + `7cb7913148_4` 1 0.014 3708.9 -19250
## + `55cf3f7627` 1 0.012 3708.9 -19250
## - ed7e658a27 1 1.024 3709.9 -19250
## + fdf8628ca7 1 0.007 3708.9 -19250
## + `1f222e3669` 1 0.006 3708.9 -19250
## + `77b3b41efa` 1 0.006 3708.9 -19250
## + c58f611921 1 0.003 3708.9 -19250
## + a24802caa5 1 0.002 3708.9 -19250
## - bdf934caa7 1 1.131 3710.0 -19250
## - `63bcf89b1d` 1 1.193 3710.1 -19249
## - `0e2ab0831c` 1 1.211 3710.1 -19249
## - `25bbf0e7e7` 1 1.487 3710.4 -19248
## - `56371466d7` 1 1.646 3710.6 -19248
## - ba54a2a637 1 1.674 3710.6 -19248
## - fe0318e273 1 1.706 3710.6 -19247
## - `96c30c7eef` 1 1.710 3710.6 -19247
## - ae08d2297e 1 2.026 3710.9 -19246
## - `298ed82b22` 1 2.237 3711.1 -19245
## - b4112a94a6 1 2.434 3711.3 -19245
## - `8de0382f02` 1 2.435 3711.3 -19245
## - d035af6ffa 1 2.596 3711.5 -19244
## - `3e200bf766` 1 3.239 3712.1 -19241
## - `384bec5dd1_1` 1 3.307 3712.2 -19241
## - `49756d8e0f` 1 5.076 3714.0 -19234
## - `60ec1426ce` 1 5.357 3714.3 -19233
## - abca7a848f 1 5.497 3714.4 -19233
## - `253eb5ef11` 1 7.068 3716.0 -19227
## - `1f3058af83` 1 8.360 3717.3 -19222
## - `016399044a` 1 9.555 3718.5 -19217
## - c0c3df65b1 1 10.968 3719.9 -19212
## - f0a0febd35 1 12.698 3721.6 -19205
## - `087235d61e` 1 12.713 3721.6 -19205
## - `7fe6cb4c98` 1 16.120 3725.0 -19192
## - f013b60e50 1 20.953 3729.9 -19173
## - `87b982928b` 1 26.540 3735.4 -19152
## - a14fd026ce 1 27.379 3736.3 -19148
## - `5f360995ef` 1 28.720 3737.6 -19143
## - ea0f4a32e3 1 41.150 3750.1 -19096
## - `174825d438` 1 48.341 3757.2 -19068
## - `8c2e088a3d` 1 50.346 3759.3 -19060
## - `2d7fe4693a` 1 53.438 3762.3 -19048
## - `8f5f7c556a` 1 69.341 3778.2 -18988
## - d2c775fa99 1 99.733 3808.6 -18873
## - beb6e17af1 1 121.513 3830.4 -18791
## - `5b862c0a8f` 1 144.032 3852.9 -18707
## - e86a2190c1 1 154.025 3862.9 -18670
## - `9a575e82a4_1` 1 155.195 3864.1 -18665
## - `6db53d265a` 1 173.175 3882.1 -18599
## - `06888ceac9_1` 1 178.546 3887.5 -18579
## - aee1e4fc85 1 206.549 3915.5 -18476
##
## Step: AIC=-19253.88
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + `8311343404` +
## `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `789b5244a9` + `2e874bc151` +
## dcfcbc2ea1 + `2a457d15d9` + d035af6ffa + fbf66c8021 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + `072b7e8f27` +
## `12eda2d982` + `99d44111c9` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` +
## b709f75447 + `4468394575` + `4fc17427c8` + b9a487ac3c + ee2ac696ff +
## `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - b9a487ac3c 1 0.025 3709.0 -19256
## - `072b7e8f27` 1 0.036 3709.0 -19256
## - ac826f0013 1 0.037 3709.0 -19256
## - `0342faceb5` 1 0.037 3709.0 -19256
## - `99d44111c9` 1 0.049 3709.0 -19256
## - `8311343404` 1 0.051 3709.0 -19256
## - `4fc17427c8` 1 0.062 3709.0 -19256
## - e0a0772df0 1 0.065 3709.0 -19256
## - `7841b6a5b1` 1 0.065 3709.0 -19256
## - fbf66c8021 1 0.066 3709.0 -19256
## - e5efa4d39a 1 0.070 3709.0 -19256
## - d4d6566f9c 1 0.077 3709.0 -19256
## - `4468394575` 1 0.081 3709.0 -19256
## - dcfcbc2ea1 1 0.082 3709.0 -19256
## - `29bbd86997` 1 0.087 3709.0 -19256
## - b709f75447 1 0.098 3709.0 -19256
## - ee2ac696ff 1 0.120 3709.0 -19255
## - `04e7268385` 1 0.155 3709.1 -19255
## - `3eb53ae932` 1 0.173 3709.1 -19255
## - c1b8ce2354 1 0.173 3709.1 -19255
## - `9b6e0b36c2` 1 0.228 3709.2 -19255
## - `7cb7913148_7` 1 0.243 3709.2 -19255
## - `7cb7913148_5` 1 0.244 3709.2 -19255
## - aa69c802b6 1 0.259 3709.2 -19255
## - `2e874bc151` 1 0.269 3709.2 -19255
## - `7cb7913148_2` 1 0.291 3709.2 -19255
## - `136c1727c3` 1 0.294 3709.2 -19255
## - `3df2300fa2` 1 0.323 3709.3 -19255
## - fe8cdd80ba 1 0.329 3709.3 -19255
## - `7cb7913148_6` 1 0.331 3709.3 -19255
## - `55907cc1de` 1 0.344 3709.3 -19255
## - `173b6590ae` 1 0.346 3709.3 -19254
## - `7cb7913148_1` 1 0.351 3709.3 -19254
## - `7743f273c2` 1 0.365 3709.3 -19254
## - `2a457d15d9` 1 0.370 3709.3 -19254
## - f66b98dd69 1 0.398 3709.3 -19254
## - `98475257f7` 1 0.421 3709.4 -19254
## - `2719b72c0d` 1 0.425 3709.4 -19254
## - `8a21502326` 1 0.440 3709.4 -19254
## - `96e6f0be58` 1 0.479 3709.4 -19254
## <none> 3708.9 -19254
## - `6516422788` 1 0.590 3709.5 -19254
## - `20f1afc5c7` 1 0.668 3709.6 -19253
## - `12eda2d982` 1 0.769 3709.7 -19253
## - `7cb7913148_3` 1 0.842 3709.8 -19253
## - `0b846350ef` 1 0.857 3709.8 -19253
## - `1fa099bb01` 1 0.858 3709.8 -19253
## - `65aed7dc1f` 1 0.917 3709.8 -19252
## - ffd1cdcfc1 1 0.953 3709.9 -19252
## - `2bc6ab42f7` 1 0.972 3709.9 -19252
## + `7734c0c22f` 1 0.024 3708.9 -19252
## + `435dec85e2` 1 0.023 3708.9 -19252
## - `789b5244a9` 1 1.014 3709.9 -19252
## + `779d13189e` 1 0.018 3708.9 -19252
## + e7ee22effb 1 0.018 3708.9 -19252
## + `7cb7913148_4` 1 0.014 3708.9 -19252
## + `55cf3f7627` 1 0.012 3708.9 -19252
## - ed7e658a27 1 1.023 3710.0 -19252
## + fdf8628ca7 1 0.007 3708.9 -19252
## + `1f222e3669` 1 0.006 3708.9 -19252
## + `77b3b41efa` 1 0.006 3708.9 -19252
## + c58f611921 1 0.002 3708.9 -19252
## + a24802caa5 1 0.002 3708.9 -19252
## - bdf934caa7 1 1.129 3710.1 -19252
## - `63bcf89b1d` 1 1.189 3710.1 -19251
## - `0e2ab0831c` 1 1.215 3710.1 -19251
## - `25bbf0e7e7` 1 1.494 3710.4 -19250
## - `56371466d7` 1 1.653 3710.6 -19250
## - ba54a2a637 1 1.678 3710.6 -19249
## - `7925993f42` 1 1.694 3710.6 -19249
## - fe0318e273 1 1.704 3710.6 -19249
## - `96c30c7eef` 1 1.708 3710.6 -19249
## - ae08d2297e 1 2.030 3711.0 -19248
## - `298ed82b22` 1 2.232 3711.2 -19247
## - b4112a94a6 1 2.435 3711.4 -19246
## - `8de0382f02` 1 2.435 3711.4 -19246
## - d035af6ffa 1 2.600 3711.5 -19246
## - `3e200bf766` 1 3.244 3712.2 -19243
## - `384bec5dd1_1` 1 3.306 3712.2 -19243
## - `49756d8e0f` 1 5.071 3714.0 -19236
## - `60ec1426ce` 1 5.353 3714.3 -19235
## - abca7a848f 1 5.490 3714.4 -19235
## - `253eb5ef11` 1 7.060 3716.0 -19229
## - `1f3058af83` 1 8.363 3717.3 -19224
## - `016399044a` 1 9.557 3718.5 -19219
## - c0c3df65b1 1 10.960 3719.9 -19214
## - f0a0febd35 1 12.692 3721.6 -19207
## - `087235d61e` 1 12.701 3721.6 -19207
## - `7fe6cb4c98` 1 16.111 3725.0 -19194
## - f013b60e50 1 20.966 3729.9 -19175
## - `87b982928b` 1 26.573 3735.5 -19153
## - a14fd026ce 1 27.376 3736.3 -19150
## - `5f360995ef` 1 28.704 3737.6 -19145
## - ea0f4a32e3 1 41.144 3750.1 -19097
## - `174825d438` 1 48.339 3757.3 -19070
## - `8c2e088a3d` 1 50.369 3759.3 -19062
## - `2d7fe4693a` 1 53.436 3762.4 -19050
## - `8f5f7c556a` 1 69.325 3778.3 -18990
## - d2c775fa99 1 99.737 3808.7 -18875
## - beb6e17af1 1 121.549 3830.5 -18793
## - `5b862c0a8f` 1 144.020 3852.9 -18709
## - e86a2190c1 1 154.047 3863.0 -18671
## - `9a575e82a4_1` 1 155.230 3864.2 -18667
## - `6db53d265a` 1 173.156 3882.1 -18601
## - `06888ceac9_1` 1 178.556 3887.5 -18581
## - aee1e4fc85 1 206.536 3915.5 -18478
##
## Step: AIC=-19255.79
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + `8311343404` +
## `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `789b5244a9` + `2e874bc151` +
## dcfcbc2ea1 + `2a457d15d9` + d035af6ffa + fbf66c8021 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + `072b7e8f27` +
## `12eda2d982` + `99d44111c9` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + `0342faceb5` + ac826f0013 + ba54a2a637 + `7925993f42` +
## b709f75447 + `4468394575` + `4fc17427c8` + ee2ac696ff + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `0342faceb5` 1 0.036 3709.0 -19258
## - ac826f0013 1 0.037 3709.0 -19258
## - `072b7e8f27` 1 0.037 3709.0 -19258
## - `99d44111c9` 1 0.050 3709.0 -19258
## - `8311343404` 1 0.052 3709.0 -19258
## - `4fc17427c8` 1 0.062 3709.0 -19258
## - e0a0772df0 1 0.065 3709.0 -19258
## - `7841b6a5b1` 1 0.065 3709.0 -19258
## - fbf66c8021 1 0.065 3709.0 -19258
## - e5efa4d39a 1 0.070 3709.0 -19258
## - d4d6566f9c 1 0.077 3709.0 -19258
## - dcfcbc2ea1 1 0.081 3709.0 -19258
## - `4468394575` 1 0.081 3709.0 -19258
## - `29bbd86997` 1 0.087 3709.0 -19258
## - b709f75447 1 0.098 3709.1 -19257
## - ee2ac696ff 1 0.119 3709.1 -19257
## - `04e7268385` 1 0.155 3709.1 -19257
## - `3eb53ae932` 1 0.172 3709.1 -19257
## - c1b8ce2354 1 0.172 3709.1 -19257
## - `9b6e0b36c2` 1 0.230 3709.2 -19257
## - `7cb7913148_7` 1 0.243 3709.2 -19257
## - `7cb7913148_5` 1 0.244 3709.2 -19257
## - aa69c802b6 1 0.260 3709.2 -19257
## - `2e874bc151` 1 0.270 3709.2 -19257
## - `7cb7913148_2` 1 0.290 3709.2 -19257
## - `136c1727c3` 1 0.292 3709.2 -19257
## - `3df2300fa2` 1 0.324 3709.3 -19256
## - fe8cdd80ba 1 0.329 3709.3 -19256
## - `7cb7913148_6` 1 0.333 3709.3 -19256
## - `55907cc1de` 1 0.344 3709.3 -19256
## - `173b6590ae` 1 0.345 3709.3 -19256
## - `7cb7913148_1` 1 0.351 3709.3 -19256
## - `7743f273c2` 1 0.365 3709.3 -19256
## - `2a457d15d9` 1 0.372 3709.3 -19256
## - f66b98dd69 1 0.397 3709.4 -19256
## - `98475257f7` 1 0.420 3709.4 -19256
## - `2719b72c0d` 1 0.424 3709.4 -19256
## - `8a21502326` 1 0.440 3709.4 -19256
## - `96e6f0be58` 1 0.480 3709.4 -19256
## <none> 3709.0 -19256
## - `6516422788` 1 0.593 3709.5 -19256
## - `20f1afc5c7` 1 0.671 3709.6 -19255
## - `12eda2d982` 1 0.768 3709.7 -19255
## - `7cb7913148_3` 1 0.841 3709.8 -19254
## - `0b846350ef` 1 0.856 3709.8 -19254
## - `1fa099bb01` 1 0.864 3709.8 -19254
## - `65aed7dc1f` 1 0.915 3709.9 -19254
## - ffd1cdcfc1 1 0.953 3709.9 -19254
## - `2bc6ab42f7` 1 0.971 3709.9 -19254
## + b9a487ac3c 1 0.025 3708.9 -19254
## + `7734c0c22f` 1 0.024 3708.9 -19254
## + `435dec85e2` 1 0.023 3708.9 -19254
## + `779d13189e` 1 0.018 3708.9 -19254
## + e7ee22effb 1 0.018 3708.9 -19254
## - `789b5244a9` 1 1.016 3710.0 -19254
## + `7cb7913148_4` 1 0.014 3708.9 -19254
## + `55cf3f7627` 1 0.012 3708.9 -19254
## - ed7e658a27 1 1.024 3710.0 -19254
## + fdf8628ca7 1 0.007 3708.9 -19254
## + `1f222e3669` 1 0.006 3708.9 -19254
## + `77b3b41efa` 1 0.006 3708.9 -19254
## + c58f611921 1 0.003 3709.0 -19254
## + a24802caa5 1 0.002 3709.0 -19254
## - bdf934caa7 1 1.129 3710.1 -19253
## - `63bcf89b1d` 1 1.192 3710.1 -19253
## - `0e2ab0831c` 1 1.216 3710.2 -19253
## - `25bbf0e7e7` 1 1.492 3710.4 -19252
## - `56371466d7` 1 1.657 3710.6 -19251
## - ba54a2a637 1 1.676 3710.6 -19251
## - `7925993f42` 1 1.694 3710.6 -19251
## - fe0318e273 1 1.700 3710.7 -19251
## - `96c30c7eef` 1 1.713 3710.7 -19251
## - ae08d2297e 1 2.034 3711.0 -19250
## - `298ed82b22` 1 2.237 3711.2 -19249
## - b4112a94a6 1 2.434 3711.4 -19248
## - `8de0382f02` 1 2.435 3711.4 -19248
## - d035af6ffa 1 2.595 3711.6 -19248
## - `3e200bf766` 1 3.247 3712.2 -19245
## - `384bec5dd1_1` 1 3.306 3712.3 -19245
## - `49756d8e0f` 1 5.071 3714.0 -19238
## - `60ec1426ce` 1 5.361 3714.3 -19237
## - abca7a848f 1 5.489 3714.4 -19236
## - `253eb5ef11` 1 7.061 3716.0 -19230
## - `1f3058af83` 1 8.359 3717.3 -19226
## - `016399044a` 1 9.569 3718.5 -19221
## - c0c3df65b1 1 10.951 3719.9 -19215
## - `087235d61e` 1 12.701 3721.7 -19209
## - f0a0febd35 1 12.717 3721.7 -19209
## - `7fe6cb4c98` 1 16.121 3725.1 -19196
## - f013b60e50 1 20.944 3729.9 -19177
## - `87b982928b` 1 26.561 3735.5 -19155
## - a14fd026ce 1 27.368 3736.3 -19152
## - `5f360995ef` 1 28.700 3737.7 -19147
## - ea0f4a32e3 1 41.131 3750.1 -19099
## - `174825d438` 1 48.358 3757.3 -19072
## - `8c2e088a3d` 1 50.370 3759.3 -19064
## - `2d7fe4693a` 1 53.436 3762.4 -19052
## - `8f5f7c556a` 1 69.460 3778.4 -18991
## - d2c775fa99 1 99.730 3808.7 -18877
## - beb6e17af1 1 121.554 3830.5 -18795
## - `5b862c0a8f` 1 144.053 3853.0 -18710
## - e86a2190c1 1 154.024 3863.0 -18673
## - `9a575e82a4_1` 1 155.238 3864.2 -18669
## - `6db53d265a` 1 173.164 3882.1 -18602
## - `06888ceac9_1` 1 178.544 3887.5 -18582
## - aee1e4fc85 1 206.590 3915.5 -18479
##
## Step: AIC=-19257.65
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + `8311343404` +
## `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `789b5244a9` + `2e874bc151` +
## dcfcbc2ea1 + `2a457d15d9` + d035af6ffa + fbf66c8021 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + `072b7e8f27` +
## `12eda2d982` + `99d44111c9` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + ac826f0013 + ba54a2a637 + `7925993f42` + b709f75447 +
## `4468394575` + `4fc17427c8` + ee2ac696ff + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - ac826f0013 1 0.037 3709.0 -19260
## - `072b7e8f27` 1 0.037 3709.0 -19260
## - `99d44111c9` 1 0.051 3709.0 -19260
## - `8311343404` 1 0.052 3709.0 -19259
## - `4fc17427c8` 1 0.060 3709.1 -19259
## - e0a0772df0 1 0.065 3709.1 -19259
## - fbf66c8021 1 0.065 3709.1 -19259
## - `7841b6a5b1` 1 0.065 3709.1 -19259
## - e5efa4d39a 1 0.071 3709.1 -19259
## - d4d6566f9c 1 0.078 3709.1 -19259
## - dcfcbc2ea1 1 0.080 3709.1 -19259
## - `4468394575` 1 0.081 3709.1 -19259
## - `29bbd86997` 1 0.088 3709.1 -19259
## - b709f75447 1 0.100 3709.1 -19259
## - ee2ac696ff 1 0.118 3709.1 -19259
## - `04e7268385` 1 0.154 3709.1 -19259
## - `3eb53ae932` 1 0.171 3709.2 -19259
## - c1b8ce2354 1 0.171 3709.2 -19259
## - `9b6e0b36c2` 1 0.228 3709.2 -19259
## - `7cb7913148_5` 1 0.245 3709.2 -19259
## - `7cb7913148_7` 1 0.245 3709.2 -19259
## - aa69c802b6 1 0.262 3709.3 -19259
## - `2e874bc151` 1 0.270 3709.3 -19259
## - `7cb7913148_2` 1 0.291 3709.3 -19258
## - `136c1727c3` 1 0.293 3709.3 -19258
## - `3df2300fa2` 1 0.321 3709.3 -19258
## - fe8cdd80ba 1 0.329 3709.3 -19258
## - `7cb7913148_6` 1 0.333 3709.3 -19258
## - `55907cc1de` 1 0.343 3709.3 -19258
## - `173b6590ae` 1 0.344 3709.3 -19258
## - `7cb7913148_1` 1 0.351 3709.3 -19258
## - `7743f273c2` 1 0.367 3709.4 -19258
## - `2a457d15d9` 1 0.371 3709.4 -19258
## - f66b98dd69 1 0.398 3709.4 -19258
## - `98475257f7` 1 0.417 3709.4 -19258
## - `2719b72c0d` 1 0.425 3709.4 -19258
## - `8a21502326` 1 0.437 3709.4 -19258
## - `96e6f0be58` 1 0.476 3709.5 -19258
## <none> 3709.0 -19258
## - `6516422788` 1 0.592 3709.6 -19257
## - `20f1afc5c7` 1 0.672 3709.7 -19257
## - `12eda2d982` 1 0.769 3709.8 -19257
## - `7cb7913148_3` 1 0.836 3709.8 -19256
## - `0b846350ef` 1 0.860 3709.9 -19256
## - `1fa099bb01` 1 0.863 3709.9 -19256
## - `65aed7dc1f` 1 0.910 3709.9 -19256
## - ffd1cdcfc1 1 0.953 3709.9 -19256
## - `2bc6ab42f7` 1 0.968 3710.0 -19256
## + `0342faceb5` 1 0.036 3709.0 -19256
## + `7734c0c22f` 1 0.024 3709.0 -19256
## + b9a487ac3c 1 0.024 3709.0 -19256
## + `435dec85e2` 1 0.023 3709.0 -19256
## - `789b5244a9` 1 1.012 3710.0 -19256
## + `779d13189e` 1 0.018 3709.0 -19256
## + e7ee22effb 1 0.018 3709.0 -19256
## + `7cb7913148_4` 1 0.015 3709.0 -19256
## + `55cf3f7627` 1 0.013 3709.0 -19256
## - ed7e658a27 1 1.021 3710.0 -19256
## + fdf8628ca7 1 0.007 3709.0 -19256
## + `1f222e3669` 1 0.006 3709.0 -19256
## + `77b3b41efa` 1 0.006 3709.0 -19256
## + c58f611921 1 0.002 3709.0 -19256
## + a24802caa5 1 0.002 3709.0 -19256
## - bdf934caa7 1 1.128 3710.1 -19255
## - `63bcf89b1d` 1 1.191 3710.2 -19255
## - `0e2ab0831c` 1 1.216 3710.2 -19255
## - `25bbf0e7e7` 1 1.492 3710.5 -19254
## - `56371466d7` 1 1.658 3710.6 -19253
## - ba54a2a637 1 1.679 3710.7 -19253
## - `7925993f42` 1 1.694 3710.7 -19253
## - fe0318e273 1 1.710 3710.7 -19253
## - `96c30c7eef` 1 1.725 3710.7 -19253
## - ae08d2297e 1 2.038 3711.0 -19252
## - `298ed82b22` 1 2.229 3711.2 -19251
## - b4112a94a6 1 2.432 3711.4 -19250
## - `8de0382f02` 1 2.433 3711.4 -19250
## - d035af6ffa 1 2.599 3711.6 -19250
## - `3e200bf766` 1 3.243 3712.2 -19247
## - `384bec5dd1_1` 1 3.308 3712.3 -19247
## - `49756d8e0f` 1 5.063 3714.1 -19240
## - `60ec1426ce` 1 5.358 3714.3 -19239
## - abca7a848f 1 5.475 3714.5 -19238
## - `253eb5ef11` 1 7.066 3716.1 -19232
## - `1f3058af83` 1 8.350 3717.3 -19227
## - `016399044a` 1 9.561 3718.6 -19223
## - c0c3df65b1 1 10.963 3720.0 -19217
## - f0a0febd35 1 12.707 3721.7 -19210
## - `087235d61e` 1 12.719 3721.7 -19210
## - `7fe6cb4c98` 1 16.140 3725.1 -19197
## - f013b60e50 1 20.936 3729.9 -19179
## - `87b982928b` 1 26.570 3735.6 -19157
## - a14fd026ce 1 27.346 3736.3 -19154
## - `5f360995ef` 1 28.692 3737.7 -19149
## - ea0f4a32e3 1 41.108 3750.1 -19101
## - `174825d438` 1 48.336 3757.3 -19074
## - `8c2e088a3d` 1 50.431 3759.4 -19066
## - `2d7fe4693a` 1 53.413 3762.4 -19054
## - `8f5f7c556a` 1 69.468 3778.5 -18993
## - d2c775fa99 1 99.717 3808.7 -18879
## - beb6e17af1 1 121.634 3830.6 -18796
## - `5b862c0a8f` 1 144.099 3853.1 -18712
## - e86a2190c1 1 154.080 3863.1 -18675
## - `9a575e82a4_1` 1 155.204 3864.2 -18671
## - `6db53d265a` 1 173.270 3882.3 -18604
## - `06888ceac9_1` 1 178.551 3887.5 -18584
## - aee1e4fc85 1 206.554 3915.5 -18481
##
## Step: AIC=-19259.51
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + `8311343404` +
## `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `789b5244a9` + `2e874bc151` +
## dcfcbc2ea1 + `2a457d15d9` + d035af6ffa + fbf66c8021 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + `072b7e8f27` +
## `12eda2d982` + `99d44111c9` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + ba54a2a637 + `7925993f42` + b709f75447 + `4468394575` +
## `4fc17427c8` + ee2ac696ff + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `072b7e8f27` 1 0.037 3709.1 -19261
## - `99d44111c9` 1 0.051 3709.1 -19261
## - `8311343404` 1 0.052 3709.1 -19261
## - `4fc17427c8` 1 0.060 3709.1 -19261
## - fbf66c8021 1 0.064 3709.1 -19261
## - e0a0772df0 1 0.065 3709.1 -19261
## - `7841b6a5b1` 1 0.065 3709.1 -19261
## - e5efa4d39a 1 0.071 3709.1 -19261
## - d4d6566f9c 1 0.077 3709.1 -19261
## - `4468394575` 1 0.080 3709.1 -19261
## - dcfcbc2ea1 1 0.081 3709.1 -19261
## - `29bbd86997` 1 0.088 3709.1 -19261
## - b709f75447 1 0.101 3709.1 -19261
## - ee2ac696ff 1 0.118 3709.1 -19261
## - `04e7268385` 1 0.156 3709.2 -19261
## - `3eb53ae932` 1 0.171 3709.2 -19261
## - c1b8ce2354 1 0.171 3709.2 -19261
## - `9b6e0b36c2` 1 0.230 3709.3 -19261
## - `7cb7913148_5` 1 0.246 3709.3 -19261
## - `7cb7913148_7` 1 0.247 3709.3 -19261
## - aa69c802b6 1 0.262 3709.3 -19260
## - `2e874bc151` 1 0.269 3709.3 -19260
## - `7cb7913148_2` 1 0.293 3709.3 -19260
## - `136c1727c3` 1 0.294 3709.3 -19260
## - `3df2300fa2` 1 0.315 3709.3 -19260
## - fe8cdd80ba 1 0.330 3709.4 -19260
## - `7cb7913148_6` 1 0.333 3709.4 -19260
## - `173b6590ae` 1 0.343 3709.4 -19260
## - `7cb7913148_1` 1 0.351 3709.4 -19260
## - `7743f273c2` 1 0.366 3709.4 -19260
## - `2a457d15d9` 1 0.371 3709.4 -19260
## - f66b98dd69 1 0.397 3709.4 -19260
## - `55907cc1de` 1 0.398 3709.4 -19260
## - `98475257f7` 1 0.420 3709.4 -19260
## - `2719b72c0d` 1 0.424 3709.5 -19260
## - `8a21502326` 1 0.432 3709.5 -19260
## - `96e6f0be58` 1 0.470 3709.5 -19260
## <none> 3709.0 -19260
## - `6516422788` 1 0.590 3709.6 -19259
## - `20f1afc5c7` 1 0.675 3709.7 -19259
## - `12eda2d982` 1 0.773 3709.8 -19258
## - `7cb7913148_3` 1 0.837 3709.9 -19258
## - `0b846350ef` 1 0.861 3709.9 -19258
## - `1fa099bb01` 1 0.864 3709.9 -19258
## - `65aed7dc1f` 1 0.912 3709.9 -19258
## - ffd1cdcfc1 1 0.957 3710.0 -19258
## - `2bc6ab42f7` 1 0.975 3710.0 -19258
## + ac826f0013 1 0.037 3709.0 -19258
## + `0342faceb5` 1 0.036 3709.0 -19258
## - `789b5244a9` 1 1.005 3710.0 -19258
## + `7734c0c22f` 1 0.025 3709.0 -19258
## + b9a487ac3c 1 0.024 3709.0 -19258
## + `435dec85e2` 1 0.024 3709.0 -19258
## - ed7e658a27 1 1.014 3710.0 -19258
## + `779d13189e` 1 0.018 3709.0 -19258
## + e7ee22effb 1 0.018 3709.0 -19258
## + `7cb7913148_4` 1 0.014 3709.0 -19258
## + `55cf3f7627` 1 0.012 3709.0 -19258
## + fdf8628ca7 1 0.007 3709.0 -19258
## + `1f222e3669` 1 0.006 3709.0 -19258
## + `77b3b41efa` 1 0.006 3709.0 -19258
## + c58f611921 1 0.003 3709.0 -19258
## + a24802caa5 1 0.002 3709.0 -19258
## - bdf934caa7 1 1.135 3710.2 -19257
## - `63bcf89b1d` 1 1.190 3710.2 -19257
## - `0e2ab0831c` 1 1.218 3710.2 -19257
## - `25bbf0e7e7` 1 1.487 3710.5 -19256
## - `56371466d7` 1 1.656 3710.7 -19255
## - ba54a2a637 1 1.684 3710.7 -19255
## - `7925993f42` 1 1.692 3710.7 -19255
## - fe0318e273 1 1.703 3710.7 -19255
## - `96c30c7eef` 1 1.729 3710.8 -19255
## - ae08d2297e 1 2.044 3711.1 -19254
## - `298ed82b22` 1 2.226 3711.3 -19253
## - b4112a94a6 1 2.433 3711.5 -19252
## - `8de0382f02` 1 2.434 3711.5 -19252
## - d035af6ffa 1 2.596 3711.6 -19252
## - `3e200bf766` 1 3.246 3712.3 -19249
## - `384bec5dd1_1` 1 3.302 3712.3 -19249
## - `49756d8e0f` 1 5.060 3714.1 -19242
## - `60ec1426ce` 1 5.355 3714.4 -19241
## - abca7a848f 1 5.482 3714.5 -19240
## - `253eb5ef11` 1 7.061 3716.1 -19234
## - `1f3058af83` 1 8.349 3717.4 -19229
## - `016399044a` 1 9.561 3718.6 -19224
## - c0c3df65b1 1 10.957 3720.0 -19219
## - f0a0febd35 1 12.698 3721.7 -19212
## - `087235d61e` 1 12.708 3721.7 -19212
## - `7fe6cb4c98` 1 16.133 3725.2 -19199
## - f013b60e50 1 20.938 3730.0 -19181
## - `87b982928b` 1 26.554 3735.6 -19159
## - a14fd026ce 1 27.374 3736.4 -19156
## - `5f360995ef` 1 28.690 3737.7 -19151
## - ea0f4a32e3 1 41.077 3750.1 -19103
## - `174825d438` 1 48.388 3757.4 -19075
## - `8c2e088a3d` 1 50.426 3759.5 -19068
## - `2d7fe4693a` 1 53.407 3762.4 -19056
## - `8f5f7c556a` 1 69.448 3778.5 -18995
## - d2c775fa99 1 99.751 3808.8 -18880
## - beb6e17af1 1 121.721 3830.7 -18798
## - `5b862c0a8f` 1 144.219 3853.2 -18714
## - e86a2190c1 1 154.090 3863.1 -18677
## - `9a575e82a4_1` 1 155.206 3864.2 -18673
## - `6db53d265a` 1 173.326 3882.4 -18606
## - `06888ceac9_1` 1 178.584 3887.6 -18586
## - aee1e4fc85 1 206.656 3915.7 -18483
##
## Step: AIC=-19261.36
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + `8311343404` +
## `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `789b5244a9` + `2e874bc151` +
## dcfcbc2ea1 + `2a457d15d9` + d035af6ffa + fbf66c8021 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + `12eda2d982` +
## `99d44111c9` + `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` +
## ba54a2a637 + `7925993f42` + b709f75447 + `4468394575` + `4fc17427c8` +
## ee2ac696ff + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `99d44111c9` 1 0.051 3709.1 -19263
## - `8311343404` 1 0.052 3709.1 -19263
## - `4fc17427c8` 1 0.060 3709.1 -19263
## - fbf66c8021 1 0.063 3709.1 -19263
## - `7841b6a5b1` 1 0.064 3709.1 -19263
## - e0a0772df0 1 0.066 3709.1 -19263
## - e5efa4d39a 1 0.071 3709.1 -19263
## - d4d6566f9c 1 0.077 3709.1 -19263
## - dcfcbc2ea1 1 0.080 3709.1 -19263
## - `4468394575` 1 0.082 3709.1 -19263
## - `29bbd86997` 1 0.088 3709.2 -19263
## - b709f75447 1 0.101 3709.2 -19263
## - ee2ac696ff 1 0.117 3709.2 -19263
## - `04e7268385` 1 0.156 3709.2 -19263
## - `3eb53ae932` 1 0.171 3709.2 -19263
## - c1b8ce2354 1 0.171 3709.2 -19263
## - `9b6e0b36c2` 1 0.231 3709.3 -19262
## - `7cb7913148_7` 1 0.247 3709.3 -19262
## - `7cb7913148_5` 1 0.249 3709.3 -19262
## - aa69c802b6 1 0.264 3709.3 -19262
## - `2e874bc151` 1 0.270 3709.3 -19262
## - `7cb7913148_2` 1 0.292 3709.4 -19262
## - `136c1727c3` 1 0.296 3709.4 -19262
## - `3df2300fa2` 1 0.315 3709.4 -19262
## - fe8cdd80ba 1 0.329 3709.4 -19262
## - `7cb7913148_6` 1 0.335 3709.4 -19262
## - `173b6590ae` 1 0.344 3709.4 -19262
## - `7cb7913148_1` 1 0.350 3709.4 -19262
## - `7743f273c2` 1 0.368 3709.4 -19262
## - `2a457d15d9` 1 0.369 3709.4 -19262
## - f66b98dd69 1 0.398 3709.5 -19262
## - `55907cc1de` 1 0.400 3709.5 -19262
## - `98475257f7` 1 0.421 3709.5 -19262
## - `2719b72c0d` 1 0.424 3709.5 -19262
## - `8a21502326` 1 0.436 3709.5 -19262
## - `96e6f0be58` 1 0.470 3709.5 -19262
## <none> 3709.1 -19261
## - `6516422788` 1 0.594 3709.7 -19261
## - `20f1afc5c7` 1 0.674 3709.7 -19261
## - `12eda2d982` 1 0.777 3709.8 -19260
## - `7cb7913148_3` 1 0.844 3709.9 -19260
## - `0b846350ef` 1 0.862 3709.9 -19260
## - `1fa099bb01` 1 0.864 3709.9 -19260
## - `65aed7dc1f` 1 0.914 3710.0 -19260
## - ffd1cdcfc1 1 0.954 3710.0 -19260
## - `2bc6ab42f7` 1 0.977 3710.0 -19260
## + `072b7e8f27` 1 0.037 3709.0 -19260
## + ac826f0013 1 0.037 3709.0 -19260
## + `0342faceb5` 1 0.037 3709.0 -19260
## + `7734c0c22f` 1 0.025 3709.0 -19260
## + b9a487ac3c 1 0.025 3709.0 -19260
## + `435dec85e2` 1 0.024 3709.0 -19260
## - `789b5244a9` 1 1.012 3710.1 -19259
## + `779d13189e` 1 0.018 3709.0 -19259
## + e7ee22effb 1 0.018 3709.0 -19259
## + `7cb7913148_4` 1 0.014 3709.1 -19259
## - ed7e658a27 1 1.020 3710.1 -19259
## + `55cf3f7627` 1 0.013 3709.1 -19259
## + fdf8628ca7 1 0.007 3709.1 -19259
## + `1f222e3669` 1 0.006 3709.1 -19259
## + `77b3b41efa` 1 0.006 3709.1 -19259
## + c58f611921 1 0.002 3709.1 -19259
## + a24802caa5 1 0.002 3709.1 -19259
## - bdf934caa7 1 1.133 3710.2 -19259
## - `63bcf89b1d` 1 1.199 3710.3 -19259
## - `0e2ab0831c` 1 1.217 3710.3 -19259
## - `25bbf0e7e7` 1 1.494 3710.6 -19258
## - `56371466d7` 1 1.663 3710.7 -19257
## - ba54a2a637 1 1.690 3710.8 -19257
## - `7925993f42` 1 1.693 3710.8 -19257
## - fe0318e273 1 1.706 3710.8 -19257
## - `96c30c7eef` 1 1.730 3710.8 -19257
## - ae08d2297e 1 2.046 3711.1 -19255
## - `298ed82b22` 1 2.221 3711.3 -19255
## - `8de0382f02` 1 2.428 3711.5 -19254
## - b4112a94a6 1 2.428 3711.5 -19254
## - d035af6ffa 1 2.604 3711.7 -19253
## - `3e200bf766` 1 3.244 3712.3 -19251
## - `384bec5dd1_1` 1 3.295 3712.4 -19251
## - `49756d8e0f` 1 5.051 3714.1 -19244
## - `60ec1426ce` 1 5.350 3714.4 -19243
## - abca7a848f 1 5.495 3714.6 -19242
## - `253eb5ef11` 1 7.063 3716.1 -19236
## - `1f3058af83` 1 8.336 3717.4 -19231
## - `016399044a` 1 9.553 3718.6 -19226
## - c0c3df65b1 1 10.959 3720.0 -19221
## - f0a0febd35 1 12.687 3721.8 -19214
## - `087235d61e` 1 12.713 3721.8 -19214
## - `7fe6cb4c98` 1 16.134 3725.2 -19201
## - f013b60e50 1 20.940 3730.0 -19182
## - `87b982928b` 1 26.563 3735.6 -19161
## - a14fd026ce 1 27.387 3736.5 -19158
## - `5f360995ef` 1 28.667 3737.7 -19153
## - ea0f4a32e3 1 41.046 3750.1 -19105
## - `174825d438` 1 48.388 3757.5 -19077
## - `8c2e088a3d` 1 50.413 3759.5 -19070
## - `2d7fe4693a` 1 53.410 3762.5 -19058
## - `8f5f7c556a` 1 69.429 3778.5 -18997
## - d2c775fa99 1 99.896 3809.0 -18882
## - beb6e17af1 1 121.717 3830.8 -18800
## - `5b862c0a8f` 1 144.237 3853.3 -18715
## - e86a2190c1 1 154.059 3863.1 -18679
## - `9a575e82a4_1` 1 155.210 3864.3 -18675
## - `6db53d265a` 1 173.415 3882.5 -18607
## - `06888ceac9_1` 1 178.548 3887.6 -18588
## - aee1e4fc85 1 206.719 3915.8 -18484
##
## Step: AIC=-19263.16
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + `8311343404` +
## `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## e5efa4d39a + `55907cc1de` + `789b5244a9` + `2e874bc151` +
## dcfcbc2ea1 + `2a457d15d9` + d035af6ffa + fbf66c8021 + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + `12eda2d982` +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + ba54a2a637 +
## `7925993f42` + b709f75447 + `4468394575` + `4fc17427c8` +
## ee2ac696ff + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `8311343404` 1 0.051 3709.2 -19265
## - `4fc17427c8` 1 0.060 3709.2 -19265
## - fbf66c8021 1 0.063 3709.2 -19265
## - `7841b6a5b1` 1 0.065 3709.2 -19265
## - e0a0772df0 1 0.065 3709.2 -19265
## - e5efa4d39a 1 0.071 3709.2 -19265
## - dcfcbc2ea1 1 0.079 3709.2 -19265
## - d4d6566f9c 1 0.081 3709.2 -19265
## - `4468394575` 1 0.081 3709.2 -19265
## - `29bbd86997` 1 0.088 3709.2 -19265
## - b709f75447 1 0.101 3709.2 -19265
## - ee2ac696ff 1 0.116 3709.2 -19265
## - `04e7268385` 1 0.156 3709.3 -19265
## - `3eb53ae932` 1 0.171 3709.3 -19264
## - c1b8ce2354 1 0.171 3709.3 -19264
## - `9b6e0b36c2` 1 0.231 3709.3 -19264
## - `7cb7913148_7` 1 0.247 3709.4 -19264
## - `7cb7913148_5` 1 0.249 3709.4 -19264
## - aa69c802b6 1 0.264 3709.4 -19264
## - `2e874bc151` 1 0.271 3709.4 -19264
## - `7cb7913148_2` 1 0.291 3709.4 -19264
## - `136c1727c3` 1 0.297 3709.4 -19264
## - `3df2300fa2` 1 0.316 3709.4 -19264
## - fe8cdd80ba 1 0.330 3709.4 -19264
## - `7cb7913148_6` 1 0.335 3709.5 -19264
## - `173b6590ae` 1 0.346 3709.5 -19264
## - `7cb7913148_1` 1 0.349 3709.5 -19264
## - `7743f273c2` 1 0.368 3709.5 -19264
## - `2a457d15d9` 1 0.377 3709.5 -19264
## - f66b98dd69 1 0.397 3709.5 -19264
## - `55907cc1de` 1 0.401 3709.5 -19264
## - `98475257f7` 1 0.420 3709.5 -19264
## - `2719b72c0d` 1 0.423 3709.5 -19264
## - `8a21502326` 1 0.437 3709.6 -19264
## - `96e6f0be58` 1 0.470 3709.6 -19263
## <none> 3709.1 -19263
## - `6516422788` 1 0.596 3709.7 -19263
## - `20f1afc5c7` 1 0.675 3709.8 -19263
## - `12eda2d982` 1 0.772 3709.9 -19262
## - `7cb7913148_3` 1 0.844 3710.0 -19262
## - `1fa099bb01` 1 0.862 3710.0 -19262
## - `0b846350ef` 1 0.863 3710.0 -19262
## - `65aed7dc1f` 1 0.920 3710.0 -19262
## - ffd1cdcfc1 1 0.954 3710.1 -19262
## - `2bc6ab42f7` 1 0.973 3710.1 -19261
## + `99d44111c9` 1 0.051 3709.1 -19261
## + c58f611921 1 0.051 3709.1 -19261
## + `0342faceb5` 1 0.038 3709.1 -19261
## + `072b7e8f27` 1 0.037 3709.1 -19261
## + ac826f0013 1 0.037 3709.1 -19261
## + b9a487ac3c 1 0.025 3709.1 -19261
## + `7734c0c22f` 1 0.025 3709.1 -19261
## + `435dec85e2` 1 0.023 3709.1 -19261
## - `789b5244a9` 1 1.015 3710.1 -19261
## + `779d13189e` 1 0.018 3709.1 -19261
## + e7ee22effb 1 0.017 3709.1 -19261
## + `7cb7913148_4` 1 0.014 3709.1 -19261
## + `55cf3f7627` 1 0.013 3709.1 -19261
## - ed7e658a27 1 1.023 3710.1 -19261
## + fdf8628ca7 1 0.007 3709.1 -19261
## + `1f222e3669` 1 0.006 3709.1 -19261
## + `77b3b41efa` 1 0.006 3709.1 -19261
## + a24802caa5 1 0.002 3709.1 -19261
## - bdf934caa7 1 1.132 3710.2 -19261
## - `63bcf89b1d` 1 1.196 3710.3 -19260
## - `0e2ab0831c` 1 1.216 3710.3 -19260
## - `25bbf0e7e7` 1 1.497 3710.6 -19259
## - `56371466d7` 1 1.667 3710.8 -19259
## - ba54a2a637 1 1.690 3710.8 -19259
## - `7925993f42` 1 1.693 3710.8 -19259
## - fe0318e273 1 1.711 3710.8 -19258
## - `96c30c7eef` 1 1.736 3710.9 -19258
## - ae08d2297e 1 2.042 3711.2 -19257
## - `298ed82b22` 1 2.222 3711.3 -19257
## - `8de0382f02` 1 2.433 3711.5 -19256
## - b4112a94a6 1 2.434 3711.6 -19256
## - d035af6ffa 1 2.604 3711.7 -19255
## - `3e200bf766` 1 3.243 3712.4 -19253
## - `384bec5dd1_1` 1 3.298 3712.4 -19252
## - `49756d8e0f` 1 5.044 3714.2 -19246
## - `60ec1426ce` 1 5.349 3714.5 -19244
## - abca7a848f 1 5.505 3714.6 -19244
## - `253eb5ef11` 1 7.060 3716.2 -19238
## - `1f3058af83` 1 8.321 3717.4 -19233
## - `016399044a` 1 9.538 3718.7 -19228
## - c0c3df65b1 1 10.954 3720.1 -19223
## - f0a0febd35 1 12.682 3721.8 -19216
## - `087235d61e` 1 12.729 3721.8 -19216
## - `7fe6cb4c98` 1 16.132 3725.2 -19203
## - f013b60e50 1 20.940 3730.1 -19184
## - `87b982928b` 1 26.575 3735.7 -19163
## - a14fd026ce 1 27.375 3736.5 -19160
## - `5f360995ef` 1 28.659 3737.8 -19155
## - ea0f4a32e3 1 41.066 3750.2 -19107
## - `174825d438` 1 48.384 3757.5 -19079
## - `8c2e088a3d` 1 50.390 3759.5 -19071
## - `2d7fe4693a` 1 53.430 3762.5 -19060
## - `8f5f7c556a` 1 69.456 3778.6 -18999
## - d2c775fa99 1 99.911 3809.0 -18883
## - beb6e17af1 1 121.800 3830.9 -18801
## - `5b862c0a8f` 1 144.253 3853.4 -18717
## - e86a2190c1 1 154.102 3863.2 -18680
## - `9a575e82a4_1` 1 155.217 3864.3 -18676
## - `6db53d265a` 1 173.364 3882.5 -18609
## - `06888ceac9_1` 1 178.618 3887.7 -18590
## - aee1e4fc85 1 206.709 3915.8 -18486
##
## Step: AIC=-19264.97
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## d035af6ffa + fbf66c8021 + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `12eda2d982` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + ba54a2a637 + `7925993f42` + b709f75447 + `4468394575` +
## `4fc17427c8` + ee2ac696ff + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `4fc17427c8` 1 0.060 3709.2 -19267
## - fbf66c8021 1 0.062 3709.2 -19267
## - e0a0772df0 1 0.064 3709.2 -19267
## - `7841b6a5b1` 1 0.065 3709.2 -19267
## - e5efa4d39a 1 0.070 3709.2 -19267
## - dcfcbc2ea1 1 0.079 3709.2 -19267
## - `4468394575` 1 0.080 3709.2 -19267
## - d4d6566f9c 1 0.081 3709.2 -19267
## - `29bbd86997` 1 0.087 3709.3 -19267
## - b709f75447 1 0.100 3709.3 -19267
## - ee2ac696ff 1 0.115 3709.3 -19266
## - `04e7268385` 1 0.156 3709.3 -19266
## - `3eb53ae932` 1 0.171 3709.3 -19266
## - c1b8ce2354 1 0.171 3709.3 -19266
## - `9b6e0b36c2` 1 0.232 3709.4 -19266
## - `7cb7913148_7` 1 0.247 3709.4 -19266
## - `7cb7913148_5` 1 0.251 3709.4 -19266
## - aa69c802b6 1 0.263 3709.4 -19266
## - `2e874bc151` 1 0.272 3709.4 -19266
## - `7cb7913148_2` 1 0.294 3709.5 -19266
## - `136c1727c3` 1 0.297 3709.5 -19266
## - `3df2300fa2` 1 0.313 3709.5 -19266
## - fe8cdd80ba 1 0.328 3709.5 -19266
## - `7cb7913148_6` 1 0.330 3709.5 -19266
## - `7cb7913148_1` 1 0.345 3709.5 -19266
## - `173b6590ae` 1 0.348 3709.5 -19266
## - `7743f273c2` 1 0.368 3709.5 -19266
## - `2a457d15d9` 1 0.377 3709.5 -19266
## - f66b98dd69 1 0.398 3709.6 -19265
## - `55907cc1de` 1 0.399 3709.6 -19265
## - `2719b72c0d` 1 0.425 3709.6 -19265
## - `98475257f7` 1 0.427 3709.6 -19265
## - `8a21502326` 1 0.435 3709.6 -19265
## - `96e6f0be58` 1 0.466 3709.6 -19265
## <none> 3709.2 -19265
## - `6516422788` 1 0.596 3709.8 -19265
## - `20f1afc5c7` 1 0.675 3709.8 -19264
## - `12eda2d982` 1 0.778 3709.9 -19264
## - `7cb7913148_3` 1 0.846 3710.0 -19264
## - `0b846350ef` 1 0.867 3710.0 -19264
## - `1fa099bb01` 1 0.869 3710.0 -19264
## - `65aed7dc1f` 1 0.922 3710.1 -19263
## - ffd1cdcfc1 1 0.955 3710.1 -19263
## - `2bc6ab42f7` 1 0.966 3710.1 -19263
## + `8311343404` 1 0.051 3709.1 -19263
## + `99d44111c9` 1 0.050 3709.1 -19263
## + c58f611921 1 0.050 3709.1 -19263
## + `0342faceb5` 1 0.038 3709.1 -19263
## + `072b7e8f27` 1 0.037 3709.1 -19263
## + ac826f0013 1 0.037 3709.1 -19263
## + b9a487ac3c 1 0.026 3709.1 -19263
## + `7734c0c22f` 1 0.025 3709.1 -19263
## + `435dec85e2` 1 0.024 3709.1 -19263
## - `789b5244a9` 1 1.011 3710.2 -19263
## + `779d13189e` 1 0.018 3709.1 -19263
## + e7ee22effb 1 0.017 3709.2 -19263
## + `7cb7913148_4` 1 0.015 3709.2 -19263
## - ed7e658a27 1 1.020 3710.2 -19263
## + `55cf3f7627` 1 0.013 3709.2 -19263
## + fdf8628ca7 1 0.007 3709.2 -19263
## + `1f222e3669` 1 0.006 3709.2 -19263
## + `77b3b41efa` 1 0.006 3709.2 -19263
## + a24802caa5 1 0.002 3709.2 -19263
## - bdf934caa7 1 1.130 3710.3 -19263
## - `63bcf89b1d` 1 1.197 3710.4 -19262
## - `0e2ab0831c` 1 1.207 3710.4 -19262
## - `25bbf0e7e7` 1 1.486 3710.7 -19261
## - `56371466d7` 1 1.666 3710.8 -19260
## - ba54a2a637 1 1.686 3710.9 -19260
## - `7925993f42` 1 1.688 3710.9 -19260
## - fe0318e273 1 1.711 3710.9 -19260
## - `96c30c7eef` 1 1.733 3710.9 -19260
## - ae08d2297e 1 2.042 3711.2 -19259
## - `298ed82b22` 1 2.225 3711.4 -19258
## - `8de0382f02` 1 2.432 3711.6 -19258
## - b4112a94a6 1 2.433 3711.6 -19258
## - d035af6ffa 1 2.594 3711.8 -19257
## - `3e200bf766` 1 3.250 3712.4 -19254
## - `384bec5dd1_1` 1 3.296 3712.5 -19254
## - `49756d8e0f` 1 5.042 3714.2 -19248
## - `60ec1426ce` 1 5.332 3714.5 -19246
## - abca7a848f 1 5.510 3714.7 -19246
## - `253eb5ef11` 1 7.073 3716.2 -19240
## - `1f3058af83` 1 8.311 3717.5 -19235
## - `016399044a` 1 9.527 3718.7 -19230
## - c0c3df65b1 1 10.944 3720.1 -19225
## - f0a0febd35 1 12.703 3721.9 -19218
## - `087235d61e` 1 12.711 3721.9 -19218
## - `7fe6cb4c98` 1 16.145 3725.3 -19205
## - f013b60e50 1 20.938 3730.1 -19186
## - `87b982928b` 1 26.560 3735.7 -19164
## - a14fd026ce 1 27.441 3736.6 -19161
## - `5f360995ef` 1 28.716 3737.9 -19156
## - ea0f4a32e3 1 41.061 3750.2 -19109
## - `174825d438` 1 48.383 3757.6 -19081
## - `8c2e088a3d` 1 50.391 3759.6 -19073
## - `2d7fe4693a` 1 53.424 3762.6 -19062
## - `8f5f7c556a` 1 69.444 3778.6 -19001
## - d2c775fa99 1 99.920 3809.1 -18885
## - beb6e17af1 1 121.823 3831.0 -18803
## - `5b862c0a8f` 1 144.250 3853.4 -18719
## - e86a2190c1 1 154.135 3863.3 -18682
## - `9a575e82a4_1` 1 155.203 3864.4 -18678
## - `6db53d265a` 1 173.352 3882.5 -18611
## - `06888ceac9_1` 1 178.632 3887.8 -18591
## - aee1e4fc85 1 206.728 3915.9 -18488
##
## Step: AIC=-19266.74
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## d035af6ffa + fbf66c8021 + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `12eda2d982` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + ba54a2a637 + `7925993f42` + b709f75447 + `4468394575` +
## ee2ac696ff + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - fbf66c8021 1 0.062 3709.3 -19268
## - e0a0772df0 1 0.063 3709.3 -19268
## - `7841b6a5b1` 1 0.066 3709.3 -19268
## - e5efa4d39a 1 0.069 3709.3 -19268
## - dcfcbc2ea1 1 0.076 3709.3 -19268
## - `4468394575` 1 0.080 3709.3 -19268
## - d4d6566f9c 1 0.082 3709.3 -19268
## - `29bbd86997` 1 0.087 3709.3 -19268
## - b709f75447 1 0.100 3709.3 -19268
## - ee2ac696ff 1 0.114 3709.3 -19268
## - `04e7268385` 1 0.154 3709.4 -19268
## - `3eb53ae932` 1 0.170 3709.4 -19268
## - c1b8ce2354 1 0.170 3709.4 -19268
## - `9b6e0b36c2` 1 0.233 3709.5 -19268
## - `7cb7913148_7` 1 0.247 3709.5 -19268
## - `7cb7913148_5` 1 0.252 3709.5 -19268
## - aa69c802b6 1 0.263 3709.5 -19268
## - `2e874bc151` 1 0.271 3709.5 -19268
## - `7cb7913148_2` 1 0.296 3709.5 -19268
## - `136c1727c3` 1 0.298 3709.5 -19268
## - `3df2300fa2` 1 0.314 3709.5 -19268
## - `7cb7913148_6` 1 0.330 3709.6 -19268
## - fe8cdd80ba 1 0.332 3709.6 -19267
## - `7cb7913148_1` 1 0.346 3709.6 -19267
## - `173b6590ae` 1 0.348 3709.6 -19267
## - `7743f273c2` 1 0.364 3709.6 -19267
## - `2a457d15d9` 1 0.376 3709.6 -19267
## - f66b98dd69 1 0.397 3709.6 -19267
## - `55907cc1de` 1 0.401 3709.6 -19267
## - `2719b72c0d` 1 0.424 3709.7 -19267
## - `98475257f7` 1 0.427 3709.7 -19267
## - `8a21502326` 1 0.431 3709.7 -19267
## - `96e6f0be58` 1 0.467 3709.7 -19267
## <none> 3709.2 -19267
## - `6516422788` 1 0.596 3709.8 -19266
## - `20f1afc5c7` 1 0.678 3709.9 -19266
## - `12eda2d982` 1 0.775 3710.0 -19266
## - `7cb7913148_3` 1 0.849 3710.1 -19265
## - `0b846350ef` 1 0.867 3710.1 -19265
## - `1fa099bb01` 1 0.872 3710.1 -19265
## - `65aed7dc1f` 1 0.924 3710.2 -19265
## - ffd1cdcfc1 1 0.958 3710.2 -19265
## - `2bc6ab42f7` 1 0.965 3710.2 -19265
## + `4fc17427c8` 1 0.060 3709.2 -19265
## + `8311343404` 1 0.051 3709.2 -19265
## + `99d44111c9` 1 0.050 3709.2 -19265
## + c58f611921 1 0.050 3709.2 -19265
## + `072b7e8f27` 1 0.038 3709.2 -19265
## + ac826f0013 1 0.037 3709.2 -19265
## + `0342faceb5` 1 0.036 3709.2 -19265
## - `789b5244a9` 1 1.006 3710.2 -19265
## + b9a487ac3c 1 0.026 3709.2 -19265
## + `7734c0c22f` 1 0.025 3709.2 -19265
## + `435dec85e2` 1 0.024 3709.2 -19265
## - ed7e658a27 1 1.014 3710.2 -19265
## + `779d13189e` 1 0.018 3709.2 -19265
## + e7ee22effb 1 0.018 3709.2 -19265
## + `7cb7913148_4` 1 0.015 3709.2 -19265
## + `55cf3f7627` 1 0.013 3709.2 -19265
## + fdf8628ca7 1 0.006 3709.2 -19265
## + `1f222e3669` 1 0.006 3709.2 -19265
## + `77b3b41efa` 1 0.006 3709.2 -19265
## + a24802caa5 1 0.002 3709.2 -19265
## - bdf934caa7 1 1.129 3710.4 -19264
## - `63bcf89b1d` 1 1.205 3710.4 -19264
## - `0e2ab0831c` 1 1.207 3710.4 -19264
## - `25bbf0e7e7` 1 1.485 3710.7 -19263
## - `56371466d7` 1 1.670 3710.9 -19262
## - `7925993f42` 1 1.680 3710.9 -19262
## - ba54a2a637 1 1.688 3710.9 -19262
## - fe0318e273 1 1.712 3710.9 -19262
## - `96c30c7eef` 1 1.734 3711.0 -19262
## - ae08d2297e 1 2.041 3711.3 -19261
## - `298ed82b22` 1 2.225 3711.5 -19260
## - `8de0382f02` 1 2.430 3711.7 -19259
## - b4112a94a6 1 2.431 3711.7 -19259
## - d035af6ffa 1 2.598 3711.8 -19259
## - `3e200bf766` 1 3.258 3712.5 -19256
## - `384bec5dd1_1` 1 3.312 3712.5 -19256
## - `49756d8e0f` 1 5.032 3714.3 -19249
## - `60ec1426ce` 1 5.334 3714.6 -19248
## - abca7a848f 1 5.533 3714.8 -19247
## - `253eb5ef11` 1 7.054 3716.3 -19241
## - `1f3058af83` 1 8.313 3717.5 -19237
## - `016399044a` 1 9.529 3718.8 -19232
## - c0c3df65b1 1 10.943 3720.2 -19226
## - f0a0febd35 1 12.679 3721.9 -19220
## - `087235d61e` 1 12.714 3721.9 -19220
## - `7fe6cb4c98` 1 16.145 3725.4 -19206
## - f013b60e50 1 20.922 3730.1 -19188
## - `87b982928b` 1 26.553 3735.8 -19166
## - a14fd026ce 1 27.452 3736.7 -19163
## - `5f360995ef` 1 28.694 3737.9 -19158
## - ea0f4a32e3 1 41.031 3750.3 -19111
## - `174825d438` 1 48.414 3757.6 -19082
## - `8c2e088a3d` 1 50.373 3759.6 -19075
## - `2d7fe4693a` 1 53.411 3762.6 -19063
## - `8f5f7c556a` 1 69.443 3778.7 -19002
## - d2c775fa99 1 99.902 3809.1 -18887
## - beb6e17af1 1 121.831 3831.1 -18805
## - `5b862c0a8f` 1 144.213 3853.4 -18721
## - e86a2190c1 1 154.094 3863.3 -18684
## - `9a575e82a4_1` 1 155.194 3864.4 -18680
## - `6db53d265a` 1 173.423 3882.6 -18612
## - `06888ceac9_1` 1 178.625 3887.9 -18593
## - aee1e4fc85 1 206.691 3915.9 -18490
##
## Step: AIC=-19268.5
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + e0a0772df0 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## c1b8ce2354 + `3eb53ae932` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + d4d6566f9c + `04e7268385` + `298ed82b22` +
## `25bbf0e7e7` + abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` +
## `789b5244a9` + `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` +
## d035af6ffa + b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `12eda2d982` + `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` +
## ba54a2a637 + `7925993f42` + b709f75447 + `4468394575` + ee2ac696ff +
## `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - e0a0772df0 1 0.063 3709.4 -19270
## - `7841b6a5b1` 1 0.066 3709.4 -19270
## - e5efa4d39a 1 0.071 3709.4 -19270
## - dcfcbc2ea1 1 0.077 3709.4 -19270
## - d4d6566f9c 1 0.081 3709.4 -19270
## - `4468394575` 1 0.082 3709.4 -19270
## - `29bbd86997` 1 0.088 3709.4 -19270
## - b709f75447 1 0.101 3709.4 -19270
## - ee2ac696ff 1 0.114 3709.4 -19270
## - `04e7268385` 1 0.151 3709.4 -19270
## - `3eb53ae932` 1 0.172 3709.5 -19270
## - c1b8ce2354 1 0.172 3709.5 -19270
## - `9b6e0b36c2` 1 0.232 3709.5 -19270
## - `7cb7913148_7` 1 0.244 3709.5 -19270
## - `7cb7913148_5` 1 0.255 3709.5 -19270
## - aa69c802b6 1 0.262 3709.6 -19270
## - `2e874bc151` 1 0.273 3709.6 -19269
## - `7cb7913148_2` 1 0.296 3709.6 -19269
## - `136c1727c3` 1 0.301 3709.6 -19269
## - `3df2300fa2` 1 0.316 3709.6 -19269
## - `7cb7913148_6` 1 0.331 3709.6 -19269
## - fe8cdd80ba 1 0.339 3709.6 -19269
## - `7cb7913148_1` 1 0.345 3709.6 -19269
## - `173b6590ae` 1 0.348 3709.6 -19269
## - `7743f273c2` 1 0.365 3709.7 -19269
## - `2a457d15d9` 1 0.380 3709.7 -19269
## - f66b98dd69 1 0.394 3709.7 -19269
## - `55907cc1de` 1 0.400 3709.7 -19269
## - `2719b72c0d` 1 0.421 3709.7 -19269
## - `98475257f7` 1 0.426 3709.7 -19269
## - `8a21502326` 1 0.429 3709.7 -19269
## - `96e6f0be58` 1 0.470 3709.8 -19269
## <none> 3709.3 -19268
## - `6516422788` 1 0.594 3709.9 -19268
## - `20f1afc5c7` 1 0.681 3710.0 -19268
## - `12eda2d982` 1 0.771 3710.1 -19268
## - `7cb7913148_3` 1 0.846 3710.1 -19267
## - `0b846350ef` 1 0.870 3710.2 -19267
## - `1fa099bb01` 1 0.870 3710.2 -19267
## - `65aed7dc1f` 1 0.931 3710.2 -19267
## - ffd1cdcfc1 1 0.960 3710.2 -19267
## - `2bc6ab42f7` 1 0.970 3710.3 -19267
## + fbf66c8021 1 0.062 3709.2 -19267
## + `4fc17427c8` 1 0.059 3709.2 -19267
## + `8311343404` 1 0.050 3709.2 -19267
## + `99d44111c9` 1 0.049 3709.2 -19267
## + c58f611921 1 0.049 3709.2 -19267
## + `072b7e8f27` 1 0.037 3709.3 -19267
## + ac826f0013 1 0.036 3709.3 -19267
## + `0342faceb5` 1 0.035 3709.3 -19267
## - `789b5244a9` 1 1.003 3710.3 -19267
## + b9a487ac3c 1 0.026 3709.3 -19267
## + `7734c0c22f` 1 0.024 3709.3 -19267
## + `435dec85e2` 1 0.023 3709.3 -19267
## - ed7e658a27 1 1.011 3710.3 -19267
## + `779d13189e` 1 0.018 3709.3 -19267
## + e7ee22effb 1 0.018 3709.3 -19267
## + `7cb7913148_4` 1 0.015 3709.3 -19267
## + `55cf3f7627` 1 0.013 3709.3 -19266
## + `1f222e3669` 1 0.007 3709.3 -19266
## + `77b3b41efa` 1 0.007 3709.3 -19266
## + fdf8628ca7 1 0.006 3709.3 -19266
## + a24802caa5 1 0.002 3709.3 -19266
## - bdf934caa7 1 1.139 3710.4 -19266
## - `0e2ab0831c` 1 1.205 3710.5 -19266
## - `63bcf89b1d` 1 1.212 3710.5 -19266
## - `25bbf0e7e7` 1 1.483 3710.8 -19265
## - `56371466d7` 1 1.671 3711.0 -19264
## - `7925993f42` 1 1.682 3711.0 -19264
## - ba54a2a637 1 1.689 3711.0 -19264
## - fe0318e273 1 1.710 3711.0 -19264
## - `96c30c7eef` 1 1.734 3711.0 -19264
## - ae08d2297e 1 2.040 3711.3 -19263
## - `298ed82b22` 1 2.221 3711.5 -19262
## - `8de0382f02` 1 2.437 3711.7 -19261
## - b4112a94a6 1 2.438 3711.7 -19261
## - d035af6ffa 1 2.593 3711.9 -19260
## - `3e200bf766` 1 3.262 3712.6 -19258
## - `384bec5dd1_1` 1 3.307 3712.6 -19258
## - `49756d8e0f` 1 5.025 3714.3 -19251
## - `60ec1426ce` 1 5.332 3714.6 -19250
## - abca7a848f 1 5.527 3714.8 -19249
## - `253eb5ef11` 1 7.027 3716.3 -19243
## - `1f3058af83` 1 8.329 3717.6 -19238
## - `016399044a` 1 9.523 3718.8 -19234
## - c0c3df65b1 1 10.962 3720.3 -19228
## - f0a0febd35 1 12.661 3721.9 -19222
## - `087235d61e` 1 12.735 3722.0 -19221
## - `7fe6cb4c98` 1 16.156 3725.4 -19208
## - f013b60e50 1 20.897 3730.2 -19190
## - `87b982928b` 1 26.553 3735.8 -19168
## - a14fd026ce 1 27.449 3736.7 -19165
## - `5f360995ef` 1 28.752 3738.0 -19160
## - ea0f4a32e3 1 41.021 3750.3 -19112
## - `174825d438` 1 48.419 3757.7 -19084
## - `8c2e088a3d` 1 50.422 3759.7 -19077
## - `2d7fe4693a` 1 53.424 3762.7 -19065
## - `8f5f7c556a` 1 69.467 3778.8 -19004
## - d2c775fa99 1 99.884 3809.2 -18889
## - beb6e17af1 1 121.880 3831.2 -18806
## - `5b862c0a8f` 1 144.215 3853.5 -18723
## - e86a2190c1 1 154.106 3863.4 -18686
## - `9a575e82a4_1` 1 155.242 3864.5 -18682
## - `6db53d265a` 1 173.420 3882.7 -18614
## - `06888ceac9_1` 1 178.655 3887.9 -18595
## - aee1e4fc85 1 206.637 3915.9 -18492
##
## Step: AIC=-19270.25
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + `7841b6a5b1` +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + `6516422788` +
## ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## d4d6566f9c + `04e7268385` + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + e5efa4d39a + `55907cc1de` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + d035af6ffa + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + `12eda2d982` +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + ba54a2a637 +
## `7925993f42` + b709f75447 + `4468394575` + ee2ac696ff + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - e5efa4d39a 1 0.071 3709.4 -19272
## - dcfcbc2ea1 1 0.080 3709.4 -19272
## - `4468394575` 1 0.081 3709.4 -19272
## - d4d6566f9c 1 0.082 3709.4 -19272
## - `29bbd86997` 1 0.089 3709.4 -19272
## - b709f75447 1 0.100 3709.5 -19272
## - ee2ac696ff 1 0.111 3709.5 -19272
## - `04e7268385` 1 0.151 3709.5 -19272
## - `3eb53ae932` 1 0.172 3709.5 -19272
## - c1b8ce2354 1 0.172 3709.5 -19272
## - `9b6e0b36c2` 1 0.234 3709.6 -19271
## - `7cb7913148_7` 1 0.245 3709.6 -19271
## - `7cb7913148_5` 1 0.257 3709.6 -19271
## - aa69c802b6 1 0.263 3709.6 -19271
## - `2e874bc151` 1 0.274 3709.6 -19271
## - `7cb7913148_2` 1 0.299 3709.7 -19271
## - `136c1727c3` 1 0.301 3709.7 -19271
## - `3df2300fa2` 1 0.313 3709.7 -19271
## - `7cb7913148_6` 1 0.333 3709.7 -19271
## - fe8cdd80ba 1 0.342 3709.7 -19271
## - `7cb7913148_1` 1 0.344 3709.7 -19271
## - `173b6590ae` 1 0.349 3709.7 -19271
## - `7743f273c2` 1 0.365 3709.7 -19271
## - `2a457d15d9` 1 0.381 3709.7 -19271
## - f66b98dd69 1 0.394 3709.7 -19271
## - `55907cc1de` 1 0.404 3709.8 -19271
## - `2719b72c0d` 1 0.421 3709.8 -19271
## - `98475257f7` 1 0.426 3709.8 -19271
## - `8a21502326` 1 0.431 3709.8 -19271
## - `96e6f0be58` 1 0.466 3709.8 -19270
## <none> 3709.4 -19270
## - `6516422788` 1 0.598 3710.0 -19270
## - `20f1afc5c7` 1 0.689 3710.0 -19270
## - `12eda2d982` 1 0.768 3710.1 -19269
## - `7cb7913148_3` 1 0.846 3710.2 -19269
## - `0b846350ef` 1 0.866 3710.2 -19269
## - `1fa099bb01` 1 0.870 3710.2 -19269
## - `65aed7dc1f` 1 0.929 3710.3 -19269
## - `2bc6ab42f7` 1 0.965 3710.3 -19268
## - ffd1cdcfc1 1 0.968 3710.3 -19268
## + e0a0772df0 1 0.063 3709.3 -19268
## + fbf66c8021 1 0.062 3709.3 -19268
## + `4fc17427c8` 1 0.058 3709.3 -19268
## + `8311343404` 1 0.050 3709.3 -19268
## + `99d44111c9` 1 0.048 3709.3 -19268
## + c58f611921 1 0.048 3709.3 -19268
## + `072b7e8f27` 1 0.038 3709.3 -19268
## + ac826f0013 1 0.037 3709.3 -19268
## + `0342faceb5` 1 0.035 3709.3 -19268
## - `789b5244a9` 1 1.005 3710.4 -19268
## + b9a487ac3c 1 0.026 3709.3 -19268
## + `7734c0c22f` 1 0.024 3709.3 -19268
## + `435dec85e2` 1 0.023 3709.3 -19268
## - ed7e658a27 1 1.014 3710.4 -19268
## + `779d13189e` 1 0.019 3709.3 -19268
## + e7ee22effb 1 0.017 3709.3 -19268
## + `7cb7913148_4` 1 0.015 3709.3 -19268
## + `55cf3f7627` 1 0.013 3709.3 -19268
## + `77b3b41efa` 1 0.006 3709.3 -19268
## + `1f222e3669` 1 0.006 3709.3 -19268
## + fdf8628ca7 1 0.006 3709.3 -19268
## + a24802caa5 1 0.002 3709.3 -19268
## - bdf934caa7 1 1.137 3710.5 -19268
## - `0e2ab0831c` 1 1.202 3710.6 -19268
## - `63bcf89b1d` 1 1.216 3710.6 -19268
## - `25bbf0e7e7` 1 1.482 3710.8 -19266
## - `56371466d7` 1 1.673 3711.0 -19266
## - `7925993f42` 1 1.681 3711.0 -19266
## - ba54a2a637 1 1.685 3711.0 -19266
## - fe0318e273 1 1.708 3711.1 -19266
## - `96c30c7eef` 1 1.734 3711.1 -19266
## - ae08d2297e 1 2.056 3711.4 -19264
## - `298ed82b22` 1 2.220 3711.6 -19264
## - `8de0382f02` 1 2.437 3711.8 -19263
## - b4112a94a6 1 2.438 3711.8 -19263
## - d035af6ffa 1 2.587 3711.9 -19262
## - `3e200bf766` 1 3.268 3712.6 -19260
## - `384bec5dd1_1` 1 3.315 3712.7 -19259
## - `49756d8e0f` 1 5.028 3714.4 -19253
## - `60ec1426ce` 1 5.332 3714.7 -19252
## - abca7a848f 1 5.516 3714.9 -19251
## - `253eb5ef11` 1 7.016 3716.4 -19245
## - `1f3058af83` 1 8.315 3717.7 -19240
## - `016399044a` 1 9.509 3718.9 -19236
## - c0c3df65b1 1 10.972 3720.3 -19230
## - f0a0febd35 1 12.688 3722.0 -19223
## - `087235d61e` 1 12.727 3722.1 -19223
## - `7fe6cb4c98` 1 16.146 3725.5 -19210
## - f013b60e50 1 20.899 3730.3 -19192
## - `87b982928b` 1 26.528 3735.9 -19170
## - a14fd026ce 1 27.490 3736.8 -19166
## - `5f360995ef` 1 28.759 3738.1 -19161
## - ea0f4a32e3 1 41.038 3750.4 -19114
## - `174825d438` 1 48.378 3757.7 -19086
## - `8c2e088a3d` 1 50.410 3759.8 -19078
## - `2d7fe4693a` 1 53.409 3762.8 -19067
## - `8f5f7c556a` 1 69.452 3778.8 -19006
## - `7841b6a5b1` 1 87.026 3796.4 -18939
## - d2c775fa99 1 99.909 3809.3 -18890
## - beb6e17af1 1 121.836 3831.2 -18808
## - `5b862c0a8f` 1 144.210 3853.6 -18724
## - e86a2190c1 1 154.105 3863.5 -18688
## - `9a575e82a4_1` 1 155.253 3864.6 -18683
## - `6db53d265a` 1 173.358 3882.7 -18616
## - `06888ceac9_1` 1 178.728 3888.1 -18596
## - aee1e4fc85 1 206.674 3916.0 -18494
##
## Step: AIC=-19271.98
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + `7841b6a5b1` +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + `6516422788` +
## ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## d4d6566f9c + `04e7268385` + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + `55907cc1de` + `789b5244a9` +
## `2e874bc151` + dcfcbc2ea1 + `2a457d15d9` + d035af6ffa + b4112a94a6 +
## `8de0382f02` + `173b6590ae` + `3e200bf766` + `12eda2d982` +
## `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` + ba54a2a637 +
## `7925993f42` + b709f75447 + `4468394575` + ee2ac696ff + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - d4d6566f9c 1 0.081 3709.5 -19274
## - dcfcbc2ea1 1 0.081 3709.5 -19274
## - `4468394575` 1 0.082 3709.5 -19274
## - b709f75447 1 0.100 3709.5 -19274
## - ee2ac696ff 1 0.111 3709.5 -19274
## - `04e7268385` 1 0.151 3709.6 -19273
## - `3eb53ae932` 1 0.176 3709.6 -19273
## - c1b8ce2354 1 0.176 3709.6 -19273
## - `9b6e0b36c2` 1 0.234 3709.7 -19273
## - `7cb7913148_7` 1 0.245 3709.7 -19273
## - `7cb7913148_5` 1 0.257 3709.7 -19273
## - aa69c802b6 1 0.264 3709.7 -19273
## - `2e874bc151` 1 0.277 3709.7 -19273
## - `7cb7913148_2` 1 0.299 3709.7 -19273
## - `136c1727c3` 1 0.300 3709.7 -19273
## - `3df2300fa2` 1 0.313 3709.7 -19273
## - `7cb7913148_6` 1 0.333 3709.8 -19273
## - fe8cdd80ba 1 0.340 3709.8 -19273
## - `7cb7913148_1` 1 0.348 3709.8 -19273
## - `173b6590ae` 1 0.350 3709.8 -19273
## - `7743f273c2` 1 0.360 3709.8 -19273
## - `2a457d15d9` 1 0.379 3709.8 -19272
## - f66b98dd69 1 0.391 3709.8 -19272
## - `55907cc1de` 1 0.405 3709.8 -19272
## - `2719b72c0d` 1 0.418 3709.8 -19272
## - `98475257f7` 1 0.423 3709.8 -19272
## - `8a21502326` 1 0.428 3709.9 -19272
## - `96e6f0be58` 1 0.467 3709.9 -19272
## <none> 3709.4 -19272
## - `6516422788` 1 0.601 3710.0 -19272
## - `20f1afc5c7` 1 0.688 3710.1 -19271
## - `12eda2d982` 1 0.766 3710.2 -19271
## - `7cb7913148_3` 1 0.846 3710.3 -19271
## - `0b846350ef` 1 0.865 3710.3 -19271
## - `1fa099bb01` 1 0.870 3710.3 -19271
## - `65aed7dc1f` 1 0.928 3710.4 -19270
## + e5efa4d39a 1 0.071 3709.4 -19270
## + e0a0772df0 1 0.064 3709.4 -19270
## - `2bc6ab42f7` 1 0.970 3710.4 -19270
## + fbf66c8021 1 0.063 3709.4 -19270
## - ffd1cdcfc1 1 0.971 3710.4 -19270
## + `4fc17427c8` 1 0.058 3709.4 -19270
## + `8311343404` 1 0.049 3709.4 -19270
## + `99d44111c9` 1 0.048 3709.4 -19270
## + c58f611921 1 0.048 3709.4 -19270
## + `072b7e8f27` 1 0.038 3709.4 -19270
## + ac826f0013 1 0.037 3709.4 -19270
## + `0342faceb5` 1 0.036 3709.4 -19270
## - `789b5244a9` 1 0.998 3710.4 -19270
## + b9a487ac3c 1 0.026 3709.4 -19270
## - ed7e658a27 1 1.007 3710.4 -19270
## + `7734c0c22f` 1 0.024 3709.4 -19270
## + `435dec85e2` 1 0.023 3709.4 -19270
## + `779d13189e` 1 0.018 3709.4 -19270
## + e7ee22effb 1 0.018 3709.4 -19270
## + `7cb7913148_4` 1 0.015 3709.4 -19270
## + `55cf3f7627` 1 0.013 3709.4 -19270
## + `1f222e3669` 1 0.006 3709.4 -19270
## + `77b3b41efa` 1 0.006 3709.4 -19270
## + fdf8628ca7 1 0.006 3709.4 -19270
## + a24802caa5 1 0.002 3709.4 -19270
## - bdf934caa7 1 1.134 3710.6 -19270
## - `0e2ab0831c` 1 1.202 3710.6 -19269
## - `63bcf89b1d` 1 1.214 3710.6 -19269
## - `25bbf0e7e7` 1 1.478 3710.9 -19268
## - `7925993f42` 1 1.676 3711.1 -19268
## - `56371466d7` 1 1.677 3711.1 -19268
## - ba54a2a637 1 1.686 3711.1 -19267
## - fe0318e273 1 1.707 3711.1 -19267
## - `96c30c7eef` 1 1.725 3711.1 -19267
## - ae08d2297e 1 2.060 3711.5 -19266
## - `298ed82b22` 1 2.226 3711.6 -19265
## - `8de0382f02` 1 2.439 3711.9 -19264
## - b4112a94a6 1 2.439 3711.9 -19264
## - d035af6ffa 1 2.593 3712.0 -19264
## - `29bbd86997` 1 2.861 3712.3 -19263
## - `3e200bf766` 1 3.270 3712.7 -19261
## - `384bec5dd1_1` 1 3.330 3712.8 -19261
## - `49756d8e0f` 1 5.031 3714.5 -19254
## - `60ec1426ce` 1 5.320 3714.7 -19253
## - abca7a848f 1 5.512 3714.9 -19253
## - `253eb5ef11` 1 7.025 3716.4 -19247
## - `1f3058af83` 1 8.319 3717.7 -19242
## - `016399044a` 1 9.518 3718.9 -19237
## - c0c3df65b1 1 10.971 3720.4 -19232
## - f0a0febd35 1 12.670 3722.1 -19225
## - `087235d61e` 1 12.715 3722.1 -19225
## - `7fe6cb4c98` 1 16.172 3725.6 -19212
## - f013b60e50 1 20.876 3730.3 -19193
## - `87b982928b` 1 26.504 3735.9 -19172
## - a14fd026ce 1 27.510 3736.9 -19168
## - `5f360995ef` 1 28.779 3738.2 -19163
## - ea0f4a32e3 1 41.002 3750.4 -19116
## - `174825d438` 1 48.387 3757.8 -19088
## - `8c2e088a3d` 1 50.449 3759.9 -19080
## - `2d7fe4693a` 1 53.482 3762.9 -19068
## - `8f5f7c556a` 1 69.435 3778.9 -19008
## - `7841b6a5b1` 1 87.012 3796.4 -18941
## - d2c775fa99 1 99.979 3809.4 -18892
## - beb6e17af1 1 121.814 3831.2 -18810
## - `5b862c0a8f` 1 144.190 3853.6 -18726
## - e86a2190c1 1 154.048 3863.5 -18690
## - `9a575e82a4_1` 1 155.275 3864.7 -18685
## - `6db53d265a` 1 173.363 3882.8 -18618
## - `06888ceac9_1` 1 178.832 3888.3 -18598
## - aee1e4fc85 1 206.627 3916.1 -18496
##
## Step: AIC=-19273.66
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + `7841b6a5b1` +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + `6516422788` +
## ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `04e7268385` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `789b5244a9` + `2e874bc151` +
## dcfcbc2ea1 + `2a457d15d9` + d035af6ffa + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + `12eda2d982` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + ba54a2a637 + `7925993f42` +
## b709f75447 + `4468394575` + ee2ac696ff + `0e2ab0831c` + aa69c802b6 +
## `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `4468394575` 1 0.080 3709.6 -19275
## - dcfcbc2ea1 1 0.083 3709.6 -19275
## - b709f75447 1 0.100 3709.6 -19275
## - ee2ac696ff 1 0.113 3709.6 -19275
## - `04e7268385` 1 0.154 3709.7 -19275
## - `3eb53ae932` 1 0.174 3709.7 -19275
## - c1b8ce2354 1 0.174 3709.7 -19275
## - `9b6e0b36c2` 1 0.235 3709.7 -19275
## - `7cb7913148_7` 1 0.244 3709.7 -19275
## - `7cb7913148_5` 1 0.253 3709.8 -19275
## - aa69c802b6 1 0.263 3709.8 -19275
## - `2e874bc151` 1 0.277 3709.8 -19275
## - `7cb7913148_2` 1 0.300 3709.8 -19274
## - `136c1727c3` 1 0.302 3709.8 -19274
## - `3df2300fa2` 1 0.312 3709.8 -19274
## - `7cb7913148_6` 1 0.334 3709.8 -19274
## - fe8cdd80ba 1 0.342 3709.8 -19274
## - `173b6590ae` 1 0.350 3709.9 -19274
## - `7cb7913148_1` 1 0.354 3709.9 -19274
## - `7743f273c2` 1 0.360 3709.9 -19274
## - `2a457d15d9` 1 0.374 3709.9 -19274
## - f66b98dd69 1 0.391 3709.9 -19274
## - `55907cc1de` 1 0.407 3709.9 -19274
## - `2719b72c0d` 1 0.417 3709.9 -19274
## - `98475257f7` 1 0.422 3709.9 -19274
## - `8a21502326` 1 0.429 3709.9 -19274
## - `96e6f0be58` 1 0.466 3710.0 -19274
## <none> 3709.5 -19274
## - `6516422788` 1 0.602 3710.1 -19273
## - `20f1afc5c7` 1 0.681 3710.2 -19273
## - `12eda2d982` 1 0.764 3710.3 -19273
## - `7cb7913148_3` 1 0.843 3710.3 -19272
## - `1fa099bb01` 1 0.870 3710.4 -19272
## - `0b846350ef` 1 0.873 3710.4 -19272
## - `65aed7dc1f` 1 0.926 3710.4 -19272
## + d4d6566f9c 1 0.081 3709.4 -19272
## + `435dec85e2` 1 0.081 3709.4 -19272
## + e5efa4d39a 1 0.070 3709.4 -19272
## - `2bc6ab42f7` 1 0.969 3710.5 -19272
## + e0a0772df0 1 0.064 3709.4 -19272
## - ffd1cdcfc1 1 0.970 3710.5 -19272
## + fbf66c8021 1 0.062 3709.4 -19272
## + `4fc17427c8` 1 0.059 3709.4 -19272
## + `99d44111c9` 1 0.052 3709.5 -19272
## + c58f611921 1 0.052 3709.5 -19272
## + `8311343404` 1 0.049 3709.5 -19272
## + `072b7e8f27` 1 0.037 3709.5 -19272
## + `0342faceb5` 1 0.037 3709.5 -19272
## + ac826f0013 1 0.036 3709.5 -19272
## - `789b5244a9` 1 1.000 3710.5 -19272
## + b9a487ac3c 1 0.026 3709.5 -19272
## - ed7e658a27 1 1.009 3710.5 -19272
## + `7734c0c22f` 1 0.023 3709.5 -19272
## + `779d13189e` 1 0.018 3709.5 -19272
## + e7ee22effb 1 0.018 3709.5 -19272
## + `7cb7913148_4` 1 0.015 3709.5 -19272
## + `55cf3f7627` 1 0.013 3709.5 -19272
## + `77b3b41efa` 1 0.007 3709.5 -19272
## + `1f222e3669` 1 0.006 3709.5 -19272
## + fdf8628ca7 1 0.006 3709.5 -19272
## + a24802caa5 1 0.002 3709.5 -19272
## - bdf934caa7 1 1.140 3710.6 -19271
## - `0e2ab0831c` 1 1.195 3710.7 -19271
## - `63bcf89b1d` 1 1.210 3710.7 -19271
## - `25bbf0e7e7` 1 1.484 3711.0 -19270
## - `7925993f42` 1 1.671 3711.2 -19269
## - `56371466d7` 1 1.677 3711.2 -19269
## - ba54a2a637 1 1.691 3711.2 -19269
## - fe0318e273 1 1.713 3711.2 -19269
## - `96c30c7eef` 1 1.721 3711.2 -19269
## - ae08d2297e 1 2.055 3711.6 -19268
## - `298ed82b22` 1 2.228 3711.7 -19267
## - `8de0382f02` 1 2.441 3711.9 -19266
## - b4112a94a6 1 2.442 3711.9 -19266
## - d035af6ffa 1 2.597 3712.1 -19266
## - `29bbd86997` 1 2.848 3712.4 -19265
## - `3e200bf766` 1 3.271 3712.8 -19263
## - `384bec5dd1_1` 1 3.327 3712.8 -19263
## - `49756d8e0f` 1 5.049 3714.6 -19256
## - `60ec1426ce` 1 5.315 3714.8 -19255
## - abca7a848f 1 5.510 3715.0 -19254
## - `253eb5ef11` 1 7.026 3716.5 -19248
## - `1f3058af83` 1 8.317 3717.8 -19244
## - `016399044a` 1 9.519 3719.0 -19239
## - c0c3df65b1 1 10.951 3720.5 -19233
## - f0a0febd35 1 12.684 3722.2 -19227
## - `087235d61e` 1 12.728 3722.2 -19226
## - `7fe6cb4c98` 1 16.177 3725.7 -19213
## - f013b60e50 1 20.904 3730.4 -19195
## - `87b982928b` 1 26.498 3736.0 -19173
## - a14fd026ce 1 27.544 3737.0 -19169
## - `5f360995ef` 1 28.789 3738.3 -19165
## - ea0f4a32e3 1 41.067 3750.6 -19118
## - `174825d438` 1 48.493 3758.0 -19089
## - `8c2e088a3d` 1 50.501 3760.0 -19082
## - `2d7fe4693a` 1 53.445 3762.9 -19070
## - `8f5f7c556a` 1 69.417 3778.9 -19009
## - `7841b6a5b1` 1 87.009 3796.5 -18943
## - d2c775fa99 1 100.032 3809.5 -18894
## - beb6e17af1 1 121.787 3831.3 -18812
## - `5b862c0a8f` 1 144.261 3853.8 -18728
## - e86a2190c1 1 153.987 3863.5 -18692
## - `9a575e82a4_1` 1 155.201 3864.7 -18687
## - `6db53d265a` 1 173.362 3882.9 -18620
## - `06888ceac9_1` 1 178.763 3888.3 -18600
## - aee1e4fc85 1 206.818 3916.3 -18496
##
## Step: AIC=-19275.35
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + `7841b6a5b1` +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + `6516422788` +
## ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `04e7268385` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `789b5244a9` + `2e874bc151` +
## dcfcbc2ea1 + `2a457d15d9` + d035af6ffa + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + `12eda2d982` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + ba54a2a637 + `7925993f42` +
## b709f75447 + ee2ac696ff + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - dcfcbc2ea1 1 0.084 3709.7 -19277
## - b709f75447 1 0.100 3709.7 -19277
## - ee2ac696ff 1 0.111 3709.7 -19277
## - `04e7268385` 1 0.154 3709.7 -19277
## - `3eb53ae932` 1 0.171 3709.8 -19277
## - c1b8ce2354 1 0.171 3709.8 -19277
## - `9b6e0b36c2` 1 0.236 3709.8 -19276
## - `7cb7913148_7` 1 0.239 3709.8 -19276
## - `7cb7913148_5` 1 0.255 3709.8 -19276
## - aa69c802b6 1 0.260 3709.8 -19276
## - `2e874bc151` 1 0.277 3709.9 -19276
## - `7cb7913148_2` 1 0.300 3709.9 -19276
## - `136c1727c3` 1 0.301 3709.9 -19276
## - `3df2300fa2` 1 0.314 3709.9 -19276
## - `7cb7913148_6` 1 0.331 3709.9 -19276
## - fe8cdd80ba 1 0.341 3709.9 -19276
## - `7cb7913148_1` 1 0.351 3709.9 -19276
## - `173b6590ae` 1 0.352 3709.9 -19276
## - `7743f273c2` 1 0.362 3709.9 -19276
## - `2a457d15d9` 1 0.377 3710.0 -19276
## - f66b98dd69 1 0.395 3710.0 -19276
## - `55907cc1de` 1 0.405 3710.0 -19276
## - `2719b72c0d` 1 0.422 3710.0 -19276
## - `98475257f7` 1 0.425 3710.0 -19276
## - `8a21502326` 1 0.426 3710.0 -19276
## - `96e6f0be58` 1 0.467 3710.1 -19276
## <none> 3709.6 -19275
## - `6516422788` 1 0.602 3710.2 -19275
## - `20f1afc5c7` 1 0.670 3710.3 -19275
## - `12eda2d982` 1 0.763 3710.3 -19274
## - `7cb7913148_3` 1 0.841 3710.4 -19274
## - `0b846350ef` 1 0.874 3710.5 -19274
## - `1fa099bb01` 1 0.878 3710.5 -19274
## - `65aed7dc1f` 1 0.920 3710.5 -19274
## + `4468394575` 1 0.080 3709.5 -19274
## + d4d6566f9c 1 0.079 3709.5 -19274
## + `435dec85e2` 1 0.079 3709.5 -19274
## + e5efa4d39a 1 0.070 3709.5 -19274
## - `2bc6ab42f7` 1 0.967 3710.6 -19274
## + e0a0772df0 1 0.064 3709.5 -19274
## + fbf66c8021 1 0.063 3709.5 -19274
## - ffd1cdcfc1 1 0.974 3710.6 -19274
## + `4fc17427c8` 1 0.059 3709.5 -19274
## + `99d44111c9` 1 0.051 3709.5 -19274
## + c58f611921 1 0.051 3709.5 -19274
## + `8311343404` 1 0.049 3709.5 -19274
## + `072b7e8f27` 1 0.039 3709.5 -19274
## - `789b5244a9` 1 0.994 3710.6 -19274
## + `0342faceb5` 1 0.037 3709.5 -19274
## + ac826f0013 1 0.035 3709.5 -19274
## - ed7e658a27 1 1.003 3710.6 -19274
## + b9a487ac3c 1 0.026 3709.6 -19274
## + `7734c0c22f` 1 0.021 3709.6 -19273
## + e7ee22effb 1 0.020 3709.6 -19273
## + `779d13189e` 1 0.019 3709.6 -19273
## + `7cb7913148_4` 1 0.015 3709.6 -19273
## + `55cf3f7627` 1 0.013 3709.6 -19273
## + `1f222e3669` 1 0.007 3709.6 -19273
## + fdf8628ca7 1 0.006 3709.6 -19273
## + `77b3b41efa` 1 0.006 3709.6 -19273
## + a24802caa5 1 0.002 3709.6 -19273
## - bdf934caa7 1 1.138 3710.7 -19273
## - `0e2ab0831c` 1 1.198 3710.8 -19273
## - `63bcf89b1d` 1 1.220 3710.8 -19273
## - `25bbf0e7e7` 1 1.476 3711.1 -19272
## - `7925993f42` 1 1.671 3711.3 -19271
## - `56371466d7` 1 1.679 3711.3 -19271
## - ba54a2a637 1 1.697 3711.3 -19271
## - `96c30c7eef` 1 1.720 3711.3 -19271
## - fe0318e273 1 1.720 3711.3 -19271
## - ae08d2297e 1 2.062 3711.6 -19269
## - `298ed82b22` 1 2.225 3711.8 -19269
## - `8de0382f02` 1 2.438 3712.0 -19268
## - b4112a94a6 1 2.438 3712.0 -19268
## - d035af6ffa 1 2.594 3712.2 -19267
## - `29bbd86997` 1 2.856 3712.4 -19266
## - `3e200bf766` 1 3.267 3712.9 -19265
## - `384bec5dd1_1` 1 3.331 3712.9 -19264
## - `49756d8e0f` 1 5.053 3714.6 -19258
## - `60ec1426ce` 1 5.323 3714.9 -19257
## - abca7a848f 1 5.526 3715.1 -19256
## - `253eb5ef11` 1 7.027 3716.6 -19250
## - `1f3058af83` 1 8.332 3717.9 -19245
## - `016399044a` 1 9.510 3719.1 -19241
## - c0c3df65b1 1 10.958 3720.5 -19235
## - f0a0febd35 1 12.675 3722.3 -19228
## - `087235d61e` 1 12.709 3722.3 -19228
## - `7fe6cb4c98` 1 16.198 3725.8 -19215
## - f013b60e50 1 20.892 3730.5 -19197
## - `87b982928b` 1 26.490 3736.1 -19175
## - a14fd026ce 1 27.571 3737.2 -19171
## - `5f360995ef` 1 28.766 3738.3 -19166
## - ea0f4a32e3 1 41.010 3750.6 -19119
## - `174825d438` 1 48.446 3758.0 -19091
## - `8c2e088a3d` 1 50.490 3760.1 -19083
## - `2d7fe4693a` 1 53.407 3763.0 -19072
## - `8f5f7c556a` 1 69.425 3779.0 -19011
## - `7841b6a5b1` 1 86.977 3796.6 -18944
## - d2c775fa99 1 100.032 3809.6 -18895
## - beb6e17af1 1 121.793 3831.4 -18813
## - `5b862c0a8f` 1 144.355 3853.9 -18729
## - e86a2190c1 1 153.952 3863.5 -18693
## - `9a575e82a4_1` 1 155.225 3864.8 -18689
## - `6db53d265a` 1 173.329 3882.9 -18622
## - `06888ceac9_1` 1 178.902 3888.5 -18601
## - aee1e4fc85 1 206.834 3916.4 -18498
##
## Step: AIC=-19277.03
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + `7841b6a5b1` +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + `6516422788` +
## ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `04e7268385` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `789b5244a9` + `2e874bc151` +
## `2a457d15d9` + d035af6ffa + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `12eda2d982` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + ba54a2a637 + `7925993f42` + b709f75447 + ee2ac696ff +
## `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - b709f75447 1 0.102 3709.8 -19279
## - ee2ac696ff 1 0.113 3709.8 -19279
## - `04e7268385` 1 0.154 3709.8 -19278
## - `3eb53ae932` 1 0.171 3709.8 -19278
## - c1b8ce2354 1 0.171 3709.8 -19278
## - `9b6e0b36c2` 1 0.237 3709.9 -19278
## - `7cb7913148_7` 1 0.238 3709.9 -19278
## - `7cb7913148_5` 1 0.256 3709.9 -19278
## - aa69c802b6 1 0.257 3709.9 -19278
## - `2e874bc151` 1 0.275 3709.9 -19278
## - `7cb7913148_2` 1 0.302 3710.0 -19278
## - `136c1727c3` 1 0.304 3710.0 -19278
## - `3df2300fa2` 1 0.317 3710.0 -19278
## - `7cb7913148_6` 1 0.334 3710.0 -19278
## - fe8cdd80ba 1 0.340 3710.0 -19278
## - `7cb7913148_1` 1 0.348 3710.0 -19278
## - `173b6590ae` 1 0.350 3710.0 -19278
## - `7743f273c2` 1 0.363 3710.0 -19278
## - `2a457d15d9` 1 0.378 3710.0 -19278
## - f66b98dd69 1 0.398 3710.1 -19278
## - `55907cc1de` 1 0.401 3710.1 -19278
## - `8a21502326` 1 0.422 3710.1 -19277
## - `2719b72c0d` 1 0.425 3710.1 -19277
## - `98475257f7` 1 0.426 3710.1 -19277
## - `96e6f0be58` 1 0.470 3710.1 -19277
## <none> 3709.7 -19277
## - `6516422788` 1 0.602 3710.3 -19277
## - `20f1afc5c7` 1 0.668 3710.3 -19276
## - `12eda2d982` 1 0.766 3710.4 -19276
## - `7cb7913148_3` 1 0.838 3710.5 -19276
## - `0b846350ef` 1 0.862 3710.5 -19276
## - `1fa099bb01` 1 0.877 3710.5 -19276
## - `65aed7dc1f` 1 0.912 3710.6 -19276
## + dcfcbc2ea1 1 0.084 3709.6 -19275
## + `4468394575` 1 0.081 3709.6 -19275
## + d4d6566f9c 1 0.080 3709.6 -19275
## + `435dec85e2` 1 0.080 3709.6 -19275
## + e5efa4d39a 1 0.072 3709.6 -19275
## - `2bc6ab42f7` 1 0.962 3710.6 -19275
## + e0a0772df0 1 0.067 3709.6 -19275
## + fbf66c8021 1 0.065 3709.6 -19275
## - ffd1cdcfc1 1 0.974 3710.6 -19275
## + `4fc17427c8` 1 0.056 3709.6 -19275
## + `99d44111c9` 1 0.050 3709.6 -19275
## + c58f611921 1 0.050 3709.6 -19275
## + `8311343404` 1 0.048 3709.6 -19275
## - `789b5244a9` 1 0.990 3710.7 -19275
## + `072b7e8f27` 1 0.038 3709.6 -19275
## + `0342faceb5` 1 0.037 3709.6 -19275
## + ac826f0013 1 0.036 3709.6 -19275
## - ed7e658a27 1 0.999 3710.7 -19275
## + b9a487ac3c 1 0.025 3709.6 -19275
## + e7ee22effb 1 0.021 3709.6 -19275
## + `7734c0c22f` 1 0.020 3709.6 -19275
## + `779d13189e` 1 0.018 3709.6 -19275
## + `7cb7913148_4` 1 0.015 3709.7 -19275
## + `55cf3f7627` 1 0.013 3709.7 -19275
## + `1f222e3669` 1 0.007 3709.7 -19275
## + fdf8628ca7 1 0.006 3709.7 -19275
## + `77b3b41efa` 1 0.006 3709.7 -19275
## + a24802caa5 1 0.003 3709.7 -19275
## - bdf934caa7 1 1.143 3710.8 -19275
## - `0e2ab0831c` 1 1.200 3710.9 -19274
## - `63bcf89b1d` 1 1.219 3710.9 -19274
## - `25bbf0e7e7` 1 1.473 3711.1 -19273
## - `7925993f42` 1 1.671 3711.3 -19273
## - `56371466d7` 1 1.686 3711.4 -19272
## - ba54a2a637 1 1.695 3711.4 -19272
## - fe0318e273 1 1.720 3711.4 -19272
## - `96c30c7eef` 1 1.734 3711.4 -19272
## - ae08d2297e 1 2.062 3711.7 -19271
## - `298ed82b22` 1 2.223 3711.9 -19270
## - `8de0382f02` 1 2.437 3712.1 -19270
## - b4112a94a6 1 2.438 3712.1 -19270
## - d035af6ffa 1 2.586 3712.3 -19269
## - `29bbd86997` 1 2.864 3712.5 -19268
## - `3e200bf766` 1 3.259 3712.9 -19266
## - `384bec5dd1_1` 1 3.324 3713.0 -19266
## - `49756d8e0f` 1 5.067 3714.7 -19259
## - `60ec1426ce` 1 5.318 3715.0 -19258
## - abca7a848f 1 5.536 3715.2 -19258
## - `253eb5ef11` 1 7.025 3716.7 -19252
## - `1f3058af83` 1 8.321 3718.0 -19247
## - `016399044a` 1 9.521 3719.2 -19242
## - c0c3df65b1 1 10.951 3720.6 -19237
## - f0a0febd35 1 12.704 3722.4 -19230
## - `087235d61e` 1 12.724 3722.4 -19230
## - `7fe6cb4c98` 1 16.246 3725.9 -19216
## - f013b60e50 1 20.880 3730.5 -19198
## - `87b982928b` 1 26.496 3736.2 -19177
## - a14fd026ce 1 27.555 3737.2 -19173
## - `5f360995ef` 1 28.768 3738.4 -19168
## - ea0f4a32e3 1 41.034 3750.7 -19121
## - `174825d438` 1 48.436 3758.1 -19093
## - `8c2e088a3d` 1 50.527 3760.2 -19085
## - `2d7fe4693a` 1 53.393 3763.1 -19074
## - `8f5f7c556a` 1 69.397 3779.1 -19013
## - `7841b6a5b1` 1 86.948 3796.6 -18946
## - d2c775fa99 1 100.025 3809.7 -18897
## - beb6e17af1 1 121.739 3831.4 -18815
## - `5b862c0a8f` 1 144.330 3854.0 -18731
## - e86a2190c1 1 153.879 3863.5 -18695
## - `9a575e82a4_1` 1 155.200 3864.9 -18690
## - `6db53d265a` 1 173.313 3883.0 -18623
## - `06888ceac9_1` 1 179.051 3888.7 -18602
## - aee1e4fc85 1 206.753 3916.4 -18500
##
## Step: AIC=-19278.63
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + `7841b6a5b1` +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + `6516422788` +
## ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `04e7268385` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `789b5244a9` + `2e874bc151` +
## `2a457d15d9` + d035af6ffa + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `12eda2d982` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + ba54a2a637 + `7925993f42` + ee2ac696ff + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - ee2ac696ff 1 0.113 3709.9 -19280
## - `04e7268385` 1 0.154 3709.9 -19280
## - `3eb53ae932` 1 0.169 3709.9 -19280
## - c1b8ce2354 1 0.170 3709.9 -19280
## - `9b6e0b36c2` 1 0.237 3710.0 -19280
## - `7cb7913148_7` 1 0.238 3710.0 -19280
## - `7cb7913148_5` 1 0.256 3710.0 -19280
## - aa69c802b6 1 0.257 3710.0 -19280
## - `2e874bc151` 1 0.279 3710.0 -19280
## - `7cb7913148_2` 1 0.302 3710.1 -19280
## - `136c1727c3` 1 0.304 3710.1 -19280
## - `3df2300fa2` 1 0.316 3710.1 -19279
## - `7cb7913148_6` 1 0.334 3710.1 -19279
## - fe8cdd80ba 1 0.341 3710.1 -19279
## - `173b6590ae` 1 0.348 3710.1 -19279
## - `7cb7913148_1` 1 0.350 3710.1 -19279
## - `7743f273c2` 1 0.363 3710.1 -19279
## - `2a457d15d9` 1 0.378 3710.1 -19279
## - f66b98dd69 1 0.399 3710.2 -19279
## - `55907cc1de` 1 0.403 3710.2 -19279
## - `8a21502326` 1 0.421 3710.2 -19279
## - `2719b72c0d` 1 0.426 3710.2 -19279
## - `98475257f7` 1 0.430 3710.2 -19279
## - `96e6f0be58` 1 0.469 3710.2 -19279
## <none> 3709.8 -19279
## - `6516422788` 1 0.605 3710.4 -19278
## - `20f1afc5c7` 1 0.667 3710.4 -19278
## - `12eda2d982` 1 0.770 3710.5 -19278
## - `7cb7913148_3` 1 0.840 3710.6 -19277
## - `0b846350ef` 1 0.862 3710.6 -19277
## - `1fa099bb01` 1 0.871 3710.6 -19277
## - `65aed7dc1f` 1 0.912 3710.7 -19277
## + b709f75447 1 0.102 3709.7 -19277
## + dcfcbc2ea1 1 0.086 3709.7 -19277
## + `4468394575` 1 0.082 3709.7 -19277
## + d4d6566f9c 1 0.080 3709.7 -19277
## + `435dec85e2` 1 0.080 3709.7 -19277
## - `2bc6ab42f7` 1 0.961 3710.7 -19277
## + e5efa4d39a 1 0.072 3709.7 -19277
## + e0a0772df0 1 0.066 3709.7 -19277
## + fbf66c8021 1 0.066 3709.7 -19277
## - ffd1cdcfc1 1 0.973 3710.7 -19277
## + `4fc17427c8` 1 0.056 3709.7 -19277
## + `99d44111c9` 1 0.050 3709.7 -19277
## + c58f611921 1 0.050 3709.7 -19277
## + `8311343404` 1 0.047 3709.7 -19277
## - `789b5244a9` 1 0.990 3710.8 -19277
## + `072b7e8f27` 1 0.038 3709.7 -19277
## + `0342faceb5` 1 0.038 3709.7 -19277
## + ac826f0013 1 0.037 3709.7 -19277
## - ed7e658a27 1 0.999 3710.8 -19277
## + b9a487ac3c 1 0.025 3709.7 -19277
## + e7ee22effb 1 0.022 3709.7 -19277
## + `7734c0c22f` 1 0.020 3709.7 -19277
## + `779d13189e` 1 0.018 3709.8 -19277
## + `7cb7913148_4` 1 0.015 3709.8 -19277
## + `55cf3f7627` 1 0.013 3709.8 -19277
## + `1f222e3669` 1 0.007 3709.8 -19277
## + fdf8628ca7 1 0.006 3709.8 -19277
## + `77b3b41efa` 1 0.006 3709.8 -19277
## + a24802caa5 1 0.003 3709.8 -19277
## - bdf934caa7 1 1.146 3710.9 -19276
## - `0e2ab0831c` 1 1.200 3711.0 -19276
## - `63bcf89b1d` 1 1.213 3711.0 -19276
## - `25bbf0e7e7` 1 1.475 3711.2 -19275
## - `7925993f42` 1 1.666 3711.4 -19274
## - `56371466d7` 1 1.689 3711.5 -19274
## - ba54a2a637 1 1.696 3711.5 -19274
## - fe0318e273 1 1.719 3711.5 -19274
## - `96c30c7eef` 1 1.744 3711.5 -19274
## - ae08d2297e 1 2.063 3711.8 -19273
## - `298ed82b22` 1 2.218 3712.0 -19272
## - `8de0382f02` 1 2.440 3712.2 -19271
## - b4112a94a6 1 2.441 3712.2 -19271
## - d035af6ffa 1 2.578 3712.3 -19271
## - `29bbd86997` 1 2.860 3712.6 -19270
## - `3e200bf766` 1 3.262 3713.0 -19268
## - `384bec5dd1_1` 1 3.344 3713.1 -19268
## - `49756d8e0f` 1 5.095 3714.9 -19261
## - `60ec1426ce` 1 5.307 3715.1 -19260
## - abca7a848f 1 5.529 3715.3 -19259
## - `253eb5ef11` 1 7.023 3716.8 -19254
## - `1f3058af83` 1 8.329 3718.1 -19248
## - `016399044a` 1 9.541 3719.3 -19244
## - c0c3df65b1 1 10.933 3720.7 -19238
## - f0a0febd35 1 12.689 3722.5 -19232
## - `087235d61e` 1 12.720 3722.5 -19232
## - `7fe6cb4c98` 1 16.262 3726.0 -19218
## - f013b60e50 1 20.899 3730.7 -19200
## - `87b982928b` 1 26.520 3736.3 -19178
## - a14fd026ce 1 27.527 3737.3 -19174
## - `5f360995ef` 1 28.778 3738.5 -19170
## - ea0f4a32e3 1 40.999 3750.8 -19123
## - `174825d438` 1 48.385 3758.2 -19094
## - `8c2e088a3d` 1 50.549 3760.3 -19086
## - `2d7fe4693a` 1 53.429 3763.2 -19075
## - `8f5f7c556a` 1 69.408 3779.2 -19014
## - `7841b6a5b1` 1 86.947 3796.7 -18948
## - d2c775fa99 1 100.027 3809.8 -18898
## - beb6e17af1 1 121.776 3831.5 -18817
## - `5b862c0a8f` 1 144.377 3854.1 -18732
## - e86a2190c1 1 153.814 3863.6 -18697
## - `9a575e82a4_1` 1 155.196 3865.0 -18692
## - `6db53d265a` 1 173.376 3883.1 -18625
## - `06888ceac9_1` 1 179.063 3888.8 -18604
## - aee1e4fc85 1 206.787 3916.6 -18502
##
## Step: AIC=-19280.2
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + `7841b6a5b1` +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + `6516422788` +
## ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `04e7268385` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `789b5244a9` + `2e874bc151` +
## `2a457d15d9` + d035af6ffa + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `12eda2d982` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + ba54a2a637 + `7925993f42` + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `04e7268385` 1 0.154 3710.0 -19282
## - `3eb53ae932` 1 0.173 3710.1 -19282
## - c1b8ce2354 1 0.173 3710.1 -19282
## - `9b6e0b36c2` 1 0.238 3710.1 -19281
## - `7cb7913148_7` 1 0.239 3710.1 -19281
## - `7cb7913148_5` 1 0.255 3710.1 -19281
## - aa69c802b6 1 0.259 3710.1 -19281
## - `2e874bc151` 1 0.281 3710.2 -19281
## - `136c1727c3` 1 0.300 3710.2 -19281
## - `7cb7913148_2` 1 0.305 3710.2 -19281
## - `3df2300fa2` 1 0.317 3710.2 -19281
## - `7cb7913148_6` 1 0.331 3710.2 -19281
## - fe8cdd80ba 1 0.337 3710.2 -19281
## - `173b6590ae` 1 0.345 3710.2 -19281
## - `7cb7913148_1` 1 0.356 3710.2 -19281
## - `7743f273c2` 1 0.362 3710.2 -19281
## - `2a457d15d9` 1 0.375 3710.3 -19281
## - f66b98dd69 1 0.399 3710.3 -19281
## - `55907cc1de` 1 0.403 3710.3 -19281
## - `8a21502326` 1 0.423 3710.3 -19281
## - `2719b72c0d` 1 0.426 3710.3 -19280
## - `98475257f7` 1 0.439 3710.3 -19280
## - `96e6f0be58` 1 0.468 3710.4 -19280
## <none> 3709.9 -19280
## - `6516422788` 1 0.604 3710.5 -19280
## - `20f1afc5c7` 1 0.672 3710.6 -19280
## - `12eda2d982` 1 0.778 3710.7 -19279
## - `7cb7913148_3` 1 0.845 3710.7 -19279
## - `0b846350ef` 1 0.864 3710.7 -19279
## - `1fa099bb01` 1 0.871 3710.8 -19279
## - `65aed7dc1f` 1 0.912 3710.8 -19279
## + ee2ac696ff 1 0.113 3709.8 -19279
## + b709f75447 1 0.102 3709.8 -19279
## + dcfcbc2ea1 1 0.088 3709.8 -19278
## + d4d6566f9c 1 0.082 3709.8 -19278
## + `435dec85e2` 1 0.082 3709.8 -19278
## - `2bc6ab42f7` 1 0.952 3710.8 -19278
## + `4468394575` 1 0.080 3709.8 -19278
## + e5efa4d39a 1 0.072 3709.8 -19278
## + fbf66c8021 1 0.066 3709.8 -19278
## + e0a0772df0 1 0.063 3709.8 -19278
## + `4fc17427c8` 1 0.055 3709.8 -19278
## - ffd1cdcfc1 1 0.979 3710.9 -19278
## + `99d44111c9` 1 0.049 3709.8 -19278
## + c58f611921 1 0.049 3709.8 -19278
## + `8311343404` 1 0.047 3709.8 -19278
## - `789b5244a9` 1 0.994 3710.9 -19278
## + `0342faceb5` 1 0.038 3709.8 -19278
## + `072b7e8f27` 1 0.037 3709.8 -19278
## + ac826f0013 1 0.036 3709.8 -19278
## - ed7e658a27 1 1.003 3710.9 -19278
## + b9a487ac3c 1 0.024 3709.9 -19278
## + `7734c0c22f` 1 0.021 3709.9 -19278
## + e7ee22effb 1 0.020 3709.9 -19278
## + `779d13189e` 1 0.019 3709.9 -19278
## + `7cb7913148_4` 1 0.014 3709.9 -19278
## + `55cf3f7627` 1 0.013 3709.9 -19278
## + `1f222e3669` 1 0.006 3709.9 -19278
## + `77b3b41efa` 1 0.006 3709.9 -19278
## + fdf8628ca7 1 0.005 3709.9 -19278
## + a24802caa5 1 0.002 3709.9 -19278
## - bdf934caa7 1 1.145 3711.0 -19278
## - `0e2ab0831c` 1 1.196 3711.1 -19278
## - `63bcf89b1d` 1 1.219 3711.1 -19278
## - `25bbf0e7e7` 1 1.469 3711.4 -19276
## - `7925993f42` 1 1.666 3711.5 -19276
## - ba54a2a637 1 1.692 3711.6 -19276
## - `56371466d7` 1 1.692 3711.6 -19276
## - fe0318e273 1 1.725 3711.6 -19276
## - `96c30c7eef` 1 1.746 3711.6 -19275
## - ae08d2297e 1 2.062 3711.9 -19274
## - `298ed82b22` 1 2.216 3712.1 -19274
## - `8de0382f02` 1 2.432 3712.3 -19273
## - b4112a94a6 1 2.432 3712.3 -19273
## - d035af6ffa 1 2.564 3712.4 -19272
## - `29bbd86997` 1 2.881 3712.8 -19271
## - `3e200bf766` 1 3.271 3713.2 -19270
## - `384bec5dd1_1` 1 3.363 3713.2 -19269
## - `49756d8e0f` 1 5.084 3715.0 -19262
## - `60ec1426ce` 1 5.309 3715.2 -19262
## - abca7a848f 1 5.519 3715.4 -19261
## - `253eb5ef11` 1 7.037 3716.9 -19255
## - `1f3058af83` 1 8.361 3718.2 -19250
## - `016399044a` 1 9.579 3719.5 -19245
## - c0c3df65b1 1 10.965 3720.8 -19240
## - f0a0febd35 1 12.668 3722.6 -19233
## - `087235d61e` 1 12.754 3722.6 -19233
## - `7fe6cb4c98` 1 16.278 3726.2 -19219
## - f013b60e50 1 20.920 3730.8 -19201
## - `87b982928b` 1 26.498 3736.4 -19180
## - a14fd026ce 1 27.550 3737.4 -19176
## - `5f360995ef` 1 28.796 3738.7 -19171
## - ea0f4a32e3 1 40.996 3750.9 -19124
## - `174825d438` 1 48.396 3758.3 -19096
## - `8c2e088a3d` 1 50.513 3760.4 -19088
## - `2d7fe4693a` 1 53.382 3763.3 -19077
## - `8f5f7c556a` 1 69.536 3779.4 -19016
## - `7841b6a5b1` 1 87.000 3796.9 -18949
## - d2c775fa99 1 100.137 3810.0 -18900
## - beb6e17af1 1 121.721 3831.6 -18818
## - `5b862c0a8f` 1 144.481 3854.4 -18734
## - e86a2190c1 1 153.789 3863.7 -18699
## - `9a575e82a4_1` 1 155.103 3865.0 -18694
## - `6db53d265a` 1 173.283 3883.2 -18627
## - `06888ceac9_1` 1 179.109 3889.0 -18605
## - aee1e4fc85 1 206.697 3916.6 -18504
##
## Step: AIC=-19281.6
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + `7841b6a5b1` +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `3eb53ae932` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + `6516422788` +
## ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## `55907cc1de` + `789b5244a9` + `2e874bc151` + `2a457d15d9` +
## d035af6ffa + b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `12eda2d982` + `20f1afc5c7` + `0b846350ef` + `9b6e0b36c2` +
## ba54a2a637 + `7925993f42` + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `3eb53ae932` 1 0.174 3710.2 -19283
## - c1b8ce2354 1 0.174 3710.2 -19283
## - `7cb7913148_7` 1 0.237 3710.3 -19283
## - `9b6e0b36c2` 1 0.241 3710.3 -19283
## - aa69c802b6 1 0.254 3710.3 -19283
## - `7cb7913148_5` 1 0.256 3710.3 -19283
## - `2e874bc151` 1 0.277 3710.3 -19282
## - `7cb7913148_2` 1 0.304 3710.3 -19282
## - `136c1727c3` 1 0.305 3710.3 -19282
## - `3df2300fa2` 1 0.314 3710.3 -19282
## - `7cb7913148_6` 1 0.332 3710.4 -19282
## - fe8cdd80ba 1 0.334 3710.4 -19282
## - `173b6590ae` 1 0.345 3710.4 -19282
## - `7cb7913148_1` 1 0.358 3710.4 -19282
## - `7743f273c2` 1 0.359 3710.4 -19282
## - `2a457d15d9` 1 0.373 3710.4 -19282
## - `55907cc1de` 1 0.403 3710.4 -19282
## - f66b98dd69 1 0.407 3710.4 -19282
## - `8a21502326` 1 0.422 3710.5 -19282
## - `2719b72c0d` 1 0.434 3710.5 -19282
## - `98475257f7` 1 0.438 3710.5 -19282
## - `96e6f0be58` 1 0.462 3710.5 -19282
## <none> 3710.0 -19282
## - `6516422788` 1 0.615 3710.7 -19281
## - `20f1afc5c7` 1 0.659 3710.7 -19281
## - `12eda2d982` 1 0.775 3710.8 -19281
## - `7cb7913148_3` 1 0.842 3710.9 -19280
## - `0b846350ef` 1 0.870 3710.9 -19280
## - `1fa099bb01` 1 0.878 3710.9 -19280
## + `04e7268385` 1 0.154 3709.9 -19280
## - `65aed7dc1f` 1 0.898 3710.9 -19280
## + ee2ac696ff 1 0.112 3709.9 -19280
## + b709f75447 1 0.103 3709.9 -19280
## - `2bc6ab42f7` 1 0.944 3711.0 -19280
## + dcfcbc2ea1 1 0.088 3709.9 -19280
## + d4d6566f9c 1 0.084 3710.0 -19280
## + `435dec85e2` 1 0.084 3710.0 -19280
## + `4468394575` 1 0.080 3710.0 -19280
## + e5efa4d39a 1 0.072 3710.0 -19280
## + fbf66c8021 1 0.063 3710.0 -19280
## + e0a0772df0 1 0.063 3710.0 -19280
## - ffd1cdcfc1 1 0.977 3711.0 -19280
## + `4fc17427c8` 1 0.053 3710.0 -19280
## + `99d44111c9` 1 0.049 3710.0 -19280
## + c58f611921 1 0.049 3710.0 -19280
## + `8311343404` 1 0.047 3710.0 -19280
## - `789b5244a9` 1 0.993 3711.0 -19280
## + ac826f0013 1 0.038 3710.0 -19280
## + `0342faceb5` 1 0.037 3710.0 -19280
## + `072b7e8f27` 1 0.037 3710.0 -19280
## - ed7e658a27 1 1.002 3711.0 -19280
## + b9a487ac3c 1 0.024 3710.0 -19280
## + e7ee22effb 1 0.019 3710.0 -19280
## + `7734c0c22f` 1 0.019 3710.0 -19280
## + `779d13189e` 1 0.019 3710.0 -19280
## + `7cb7913148_4` 1 0.014 3710.0 -19280
## + `55cf3f7627` 1 0.013 3710.0 -19280
## + `1f222e3669` 1 0.007 3710.0 -19280
## + fdf8628ca7 1 0.006 3710.0 -19280
## + `77b3b41efa` 1 0.006 3710.0 -19280
## + a24802caa5 1 0.003 3710.0 -19280
## - bdf934caa7 1 1.152 3711.2 -19279
## - `0e2ab0831c` 1 1.201 3711.2 -19279
## - `63bcf89b1d` 1 1.217 3711.3 -19279
## - `25bbf0e7e7` 1 1.465 3711.5 -19278
## - `7925993f42` 1 1.681 3711.7 -19277
## - ba54a2a637 1 1.695 3711.7 -19277
## - `56371466d7` 1 1.706 3711.7 -19277
## - fe0318e273 1 1.742 3711.8 -19277
## - `96c30c7eef` 1 1.747 3711.8 -19277
## - ae08d2297e 1 2.068 3712.1 -19276
## - `298ed82b22` 1 2.209 3712.2 -19275
## - `8de0382f02` 1 2.431 3712.5 -19274
## - b4112a94a6 1 2.432 3712.5 -19274
## - d035af6ffa 1 2.553 3712.6 -19274
## - `29bbd86997` 1 2.909 3712.9 -19272
## - `3e200bf766` 1 3.272 3713.3 -19271
## - `384bec5dd1_1` 1 3.369 3713.4 -19271
## - `49756d8e0f` 1 5.074 3715.1 -19264
## - `60ec1426ce` 1 5.289 3715.3 -19263
## - abca7a848f 1 5.533 3715.6 -19262
## - `253eb5ef11` 1 7.047 3717.1 -19256
## - `1f3058af83` 1 8.370 3718.4 -19251
## - `016399044a` 1 9.553 3719.6 -19247
## - c0c3df65b1 1 10.963 3721.0 -19241
## - f0a0febd35 1 12.689 3722.7 -19235
## - `087235d61e` 1 12.753 3722.8 -19234
## - `7fe6cb4c98` 1 16.268 3726.3 -19221
## - f013b60e50 1 20.937 3731.0 -19203
## - `87b982928b` 1 26.487 3736.5 -19181
## - a14fd026ce 1 27.589 3737.6 -19177
## - `5f360995ef` 1 28.843 3738.9 -19172
## - ea0f4a32e3 1 41.000 3751.0 -19126
## - `174825d438` 1 48.373 3758.4 -19098
## - `8c2e088a3d` 1 50.459 3760.5 -19090
## - `2d7fe4693a` 1 53.324 3763.4 -19079
## - `8f5f7c556a` 1 69.505 3779.5 -19017
## - `7841b6a5b1` 1 87.077 3797.1 -18950
## - d2c775fa99 1 100.233 3810.3 -18901
## - beb6e17af1 1 121.740 3831.8 -18820
## - `5b862c0a8f` 1 144.447 3854.5 -18735
## - e86a2190c1 1 153.916 3864.0 -18700
## - `9a575e82a4_1` 1 155.141 3865.2 -18695
## - `6db53d265a` 1 173.381 3883.4 -18628
## - `06888ceac9_1` 1 179.052 3889.1 -18607
## - aee1e4fc85 1 206.670 3916.7 -18505
##
## Step: AIC=-19282.93
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + `7841b6a5b1` +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + c1b8ce2354 + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + `55907cc1de` + `789b5244a9` +
## `2e874bc151` + `2a457d15d9` + d035af6ffa + b4112a94a6 + `8de0382f02` +
## `173b6590ae` + `3e200bf766` + `12eda2d982` + `20f1afc5c7` +
## `0b846350ef` + `9b6e0b36c2` + ba54a2a637 + `7925993f42` +
## `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - c1b8ce2354 1 0.216 3710.4 -19284
## - `9b6e0b36c2` 1 0.236 3710.4 -19284
## - `7cb7913148_7` 1 0.238 3710.4 -19284
## - aa69c802b6 1 0.254 3710.5 -19284
## - `7cb7913148_5` 1 0.258 3710.5 -19284
## - `2e874bc151` 1 0.277 3710.5 -19284
## - `136c1727c3` 1 0.301 3710.5 -19284
## - `7cb7913148_2` 1 0.310 3710.5 -19284
## - `3df2300fa2` 1 0.314 3710.5 -19284
## - fe8cdd80ba 1 0.336 3710.5 -19284
## - `7cb7913148_6` 1 0.338 3710.5 -19284
## - `173b6590ae` 1 0.340 3710.5 -19284
## - `7cb7913148_1` 1 0.360 3710.6 -19284
## - `7743f273c2` 1 0.364 3710.6 -19284
## - `2a457d15d9` 1 0.369 3710.6 -19284
## - `55907cc1de` 1 0.399 3710.6 -19283
## - f66b98dd69 1 0.410 3710.6 -19283
## - `8a21502326` 1 0.420 3710.6 -19283
## - `98475257f7` 1 0.435 3710.6 -19283
## - `2719b72c0d` 1 0.437 3710.6 -19283
## - `96e6f0be58` 1 0.463 3710.7 -19283
## <none> 3710.2 -19283
## - `6516422788` 1 0.619 3710.8 -19282
## - `20f1afc5c7` 1 0.662 3710.9 -19282
## - `12eda2d982` 1 0.770 3711.0 -19282
## - `7cb7913148_3` 1 0.847 3711.1 -19282
## + `3eb53ae932` 1 0.174 3710.0 -19282
## + `04e7268385` 1 0.154 3710.1 -19282
## - `0b846350ef` 1 0.880 3711.1 -19282
## - `1fa099bb01` 1 0.883 3711.1 -19282
## - `65aed7dc1f` 1 0.900 3711.1 -19281
## + ee2ac696ff 1 0.115 3710.1 -19281
## + b709f75447 1 0.101 3710.1 -19281
## - `2bc6ab42f7` 1 0.943 3711.2 -19281
## + dcfcbc2ea1 1 0.088 3710.1 -19281
## + d4d6566f9c 1 0.083 3710.1 -19281
## + `435dec85e2` 1 0.083 3710.1 -19281
## + `4468394575` 1 0.077 3710.1 -19281
## + e5efa4d39a 1 0.076 3710.1 -19281
## + fbf66c8021 1 0.065 3710.1 -19281
## + e0a0772df0 1 0.063 3710.1 -19281
## + `4fc17427c8` 1 0.053 3710.2 -19281
## - ffd1cdcfc1 1 0.981 3711.2 -19281
## + `99d44111c9` 1 0.049 3710.2 -19281
## + c58f611921 1 0.049 3710.2 -19281
## + `8311343404` 1 0.046 3710.2 -19281
## - `789b5244a9` 1 0.991 3711.2 -19281
## + ac826f0013 1 0.039 3710.2 -19281
## + `072b7e8f27` 1 0.036 3710.2 -19281
## + `0342faceb5` 1 0.036 3710.2 -19281
## - ed7e658a27 1 1.000 3711.2 -19281
## + b9a487ac3c 1 0.023 3710.2 -19281
## + `7734c0c22f` 1 0.020 3710.2 -19281
## + e7ee22effb 1 0.019 3710.2 -19281
## + `779d13189e` 1 0.019 3710.2 -19281
## + `7cb7913148_4` 1 0.013 3710.2 -19281
## + `55cf3f7627` 1 0.013 3710.2 -19281
## + `1f222e3669` 1 0.007 3710.2 -19281
## + fdf8628ca7 1 0.006 3710.2 -19281
## + `77b3b41efa` 1 0.005 3710.2 -19281
## + a24802caa5 1 0.003 3710.2 -19281
## - bdf934caa7 1 1.142 3711.4 -19280
## - `0e2ab0831c` 1 1.201 3711.4 -19280
## - `63bcf89b1d` 1 1.226 3711.4 -19280
## - `25bbf0e7e7` 1 1.464 3711.7 -19279
## - `7925993f42` 1 1.668 3711.9 -19278
## - ba54a2a637 1 1.684 3711.9 -19278
## - `56371466d7` 1 1.711 3711.9 -19278
## - fe0318e273 1 1.744 3712.0 -19278
## - `96c30c7eef` 1 1.760 3712.0 -19278
## - ae08d2297e 1 2.068 3712.3 -19277
## - `298ed82b22` 1 2.191 3712.4 -19276
## - `8de0382f02` 1 2.434 3712.6 -19276
## - b4112a94a6 1 2.435 3712.6 -19276
## - d035af6ffa 1 2.534 3712.7 -19275
## - `29bbd86997` 1 2.900 3713.1 -19274
## - `3e200bf766` 1 3.272 3713.5 -19272
## - `384bec5dd1_1` 1 3.367 3713.6 -19272
## - `49756d8e0f` 1 5.044 3715.3 -19265
## - `60ec1426ce` 1 5.254 3715.5 -19265
## - abca7a848f 1 5.554 3715.8 -19263
## - `253eb5ef11` 1 7.035 3717.2 -19258
## - `1f3058af83` 1 8.337 3718.5 -19253
## - `016399044a` 1 9.593 3719.8 -19248
## - c0c3df65b1 1 11.000 3721.2 -19242
## - f0a0febd35 1 12.656 3722.9 -19236
## - `087235d61e` 1 12.775 3723.0 -19236
## - `7fe6cb4c98` 1 16.230 3726.4 -19222
## - f013b60e50 1 20.932 3731.1 -19204
## - `87b982928b` 1 26.547 3736.8 -19182
## - a14fd026ce 1 27.554 3737.8 -19179
## - `5f360995ef` 1 28.908 3739.1 -19174
## - ea0f4a32e3 1 41.013 3751.2 -19127
## - `174825d438` 1 48.388 3758.6 -19099
## - `8c2e088a3d` 1 50.415 3760.6 -19091
## - `2d7fe4693a` 1 53.353 3763.6 -19080
## - `8f5f7c556a` 1 69.512 3779.7 -19018
## - `7841b6a5b1` 1 87.086 3797.3 -18952
## - d2c775fa99 1 100.284 3810.5 -18902
## - beb6e17af1 1 121.944 3832.2 -18820
## - `5b862c0a8f` 1 144.485 3854.7 -18736
## - e86a2190c1 1 153.867 3864.1 -18701
## - `9a575e82a4_1` 1 155.153 3865.4 -18697
## - `6db53d265a` 1 173.414 3883.6 -18629
## - `06888ceac9_1` 1 179.295 3889.5 -18607
## - aee1e4fc85 1 206.662 3916.9 -18506
##
## Step: AIC=-19284.1
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_5` + `7cb7913148_6` + `7cb7913148_7` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + `7841b6a5b1` +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `789b5244a9` + `2e874bc151` +
## `2a457d15d9` + d035af6ffa + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `12eda2d982` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + ba54a2a637 + `7925993f42` + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_7` 1 0.239 3710.7 -19285
## - `9b6e0b36c2` 1 0.240 3710.7 -19285
## - aa69c802b6 1 0.255 3710.7 -19285
## - `7cb7913148_5` 1 0.264 3710.7 -19285
## - `2e874bc151` 1 0.277 3710.7 -19285
## - `136c1727c3` 1 0.297 3710.7 -19285
## - `3df2300fa2` 1 0.312 3710.7 -19285
## - `7cb7913148_2` 1 0.313 3710.7 -19285
## - fe8cdd80ba 1 0.327 3710.8 -19285
## - `7cb7913148_6` 1 0.339 3710.8 -19285
## - `173b6590ae` 1 0.345 3710.8 -19285
## - `7cb7913148_1` 1 0.365 3710.8 -19285
## - `7743f273c2` 1 0.370 3710.8 -19285
## - `2a457d15d9` 1 0.372 3710.8 -19285
## - `8a21502326` 1 0.392 3710.8 -19285
## - `55907cc1de` 1 0.408 3710.8 -19284
## - `6516422788` 1 0.418 3710.8 -19284
## - `98475257f7` 1 0.436 3710.9 -19284
## - `96e6f0be58` 1 0.459 3710.9 -19284
## <none> 3710.4 -19284
## - `20f1afc5c7` 1 0.664 3711.1 -19284
## - `12eda2d982` 1 0.773 3711.2 -19283
## + c1b8ce2354 1 0.216 3710.2 -19283
## + `3eb53ae932` 1 0.216 3710.2 -19283
## - `7cb7913148_3` 1 0.863 3711.3 -19283
## - `0b846350ef` 1 0.876 3711.3 -19283
## + `04e7268385` 1 0.154 3710.3 -19283
## - `1fa099bb01` 1 0.883 3711.3 -19283
## - `65aed7dc1f` 1 0.894 3711.3 -19283
## + ee2ac696ff 1 0.113 3710.3 -19282
## + b709f75447 1 0.102 3710.3 -19282
## - `2bc6ab42f7` 1 0.940 3711.4 -19282
## + dcfcbc2ea1 1 0.088 3710.3 -19282
## + d4d6566f9c 1 0.082 3710.3 -19282
## + `435dec85e2` 1 0.082 3710.3 -19282
## + e5efa4d39a 1 0.075 3710.4 -19282
## + `4468394575` 1 0.074 3710.4 -19282
## - ffd1cdcfc1 1 0.963 3711.4 -19282
## + fbf66c8021 1 0.066 3710.4 -19282
## + e0a0772df0 1 0.063 3710.4 -19282
## + `4fc17427c8` 1 0.052 3710.4 -19282
## + `99d44111c9` 1 0.051 3710.4 -19282
## + c58f611921 1 0.051 3710.4 -19282
## + `8311343404` 1 0.045 3710.4 -19282
## - `789b5244a9` 1 0.993 3711.4 -19282
## + `072b7e8f27` 1 0.038 3710.4 -19282
## + ac826f0013 1 0.037 3710.4 -19282
## + `0342faceb5` 1 0.035 3710.4 -19282
## - ed7e658a27 1 1.002 3711.4 -19282
## + b9a487ac3c 1 0.025 3710.4 -19282
## + `7734c0c22f` 1 0.022 3710.4 -19282
## + e7ee22effb 1 0.020 3710.4 -19282
## + `779d13189e` 1 0.018 3710.4 -19282
## + `55cf3f7627` 1 0.014 3710.4 -19282
## + `7cb7913148_4` 1 0.014 3710.4 -19282
## + `1f222e3669` 1 0.008 3710.4 -19282
## + fdf8628ca7 1 0.006 3710.4 -19282
## + `77b3b41efa` 1 0.005 3710.4 -19282
## + a24802caa5 1 0.003 3710.4 -19282
## - bdf934caa7 1 1.143 3711.6 -19282
## - `0e2ab0831c` 1 1.200 3711.6 -19282
## - `63bcf89b1d` 1 1.232 3711.7 -19281
## - `25bbf0e7e7` 1 1.444 3711.9 -19280
## - `7925993f42` 1 1.664 3712.1 -19280
## - ba54a2a637 1 1.687 3712.1 -19280
## - `56371466d7` 1 1.705 3712.1 -19280
## - fe0318e273 1 1.750 3712.2 -19279
## - f66b98dd69 1 1.755 3712.2 -19279
## - `2719b72c0d` 1 1.832 3712.3 -19279
## - ae08d2297e 1 2.062 3712.5 -19278
## - `298ed82b22` 1 2.177 3712.6 -19278
## - `96c30c7eef` 1 2.181 3712.6 -19278
## - `8de0382f02` 1 2.405 3712.8 -19277
## - b4112a94a6 1 2.406 3712.8 -19277
## - d035af6ffa 1 2.519 3712.9 -19276
## - `29bbd86997` 1 2.911 3713.3 -19275
## - `3e200bf766` 1 3.257 3713.7 -19274
## - `384bec5dd1_1` 1 3.385 3713.8 -19273
## - `49756d8e0f` 1 5.025 3715.5 -19267
## - `60ec1426ce` 1 5.237 3715.7 -19266
## - abca7a848f 1 5.573 3716.0 -19264
## - `253eb5ef11` 1 7.071 3717.5 -19259
## - `1f3058af83` 1 8.355 3718.8 -19254
## - `016399044a` 1 9.588 3720.0 -19249
## - c0c3df65b1 1 10.977 3721.4 -19244
## - f0a0febd35 1 12.678 3723.1 -19237
## - `087235d61e` 1 12.832 3723.3 -19236
## - `7fe6cb4c98` 1 16.261 3726.7 -19223
## - f013b60e50 1 20.911 3731.3 -19205
## - `87b982928b` 1 26.575 3737.0 -19184
## - a14fd026ce 1 27.560 3738.0 -19180
## - `5f360995ef` 1 28.910 3739.3 -19175
## - ea0f4a32e3 1 41.051 3751.5 -19128
## - `174825d438` 1 48.398 3758.8 -19100
## - `8c2e088a3d` 1 50.490 3760.9 -19092
## - `2d7fe4693a` 1 53.277 3763.7 -19081
## - `8f5f7c556a` 1 69.393 3779.8 -19020
## - `7841b6a5b1` 1 87.001 3797.4 -18953
## - d2c775fa99 1 100.291 3810.7 -18903
## - beb6e17af1 1 121.918 3832.3 -18822
## - `5b862c0a8f` 1 144.645 3855.1 -18737
## - e86a2190c1 1 153.823 3864.2 -18703
## - `9a575e82a4_1` 1 155.166 3865.6 -18698
## - `6db53d265a` 1 173.424 3883.8 -18630
## - `06888ceac9_1` 1 179.314 3889.7 -18608
## - aee1e4fc85 1 206.656 3917.1 -18508
##
## Step: AIC=-19285.17
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_5` + `7cb7913148_6` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + `98475257f7` + `65aed7dc1f` + fe0318e273 +
## `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 +
## `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `789b5244a9` + `2e874bc151` +
## `2a457d15d9` + d035af6ffa + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `12eda2d982` + `20f1afc5c7` + `0b846350ef` +
## `9b6e0b36c2` + ba54a2a637 + `7925993f42` + `0e2ab0831c` +
## aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `9b6e0b36c2` 1 0.239 3710.9 -19286
## - aa69c802b6 1 0.255 3710.9 -19286
## - `7cb7913148_5` 1 0.262 3710.9 -19286
## - `2e874bc151` 1 0.282 3710.9 -19286
## - `136c1727c3` 1 0.300 3711.0 -19286
## - `3df2300fa2` 1 0.306 3711.0 -19286
## - `7cb7913148_2` 1 0.307 3711.0 -19286
## - fe8cdd80ba 1 0.325 3711.0 -19286
## - `7cb7913148_6` 1 0.339 3711.0 -19286
## - `173b6590ae` 1 0.343 3711.0 -19286
## - `7cb7913148_1` 1 0.357 3711.0 -19286
## - `7743f273c2` 1 0.369 3711.0 -19286
## - `2a457d15d9` 1 0.373 3711.0 -19286
## - `8a21502326` 1 0.391 3711.1 -19286
## - `6516422788` 1 0.405 3711.1 -19286
## - `55907cc1de` 1 0.415 3711.1 -19286
## - `98475257f7` 1 0.433 3711.1 -19286
## - `96e6f0be58` 1 0.451 3711.1 -19285
## <none> 3710.7 -19285
## - `20f1afc5c7` 1 0.665 3711.3 -19285
## - `12eda2d982` 1 0.783 3711.4 -19284
## + `7cb7913148_7` 1 0.239 3710.4 -19284
## + c1b8ce2354 1 0.216 3710.4 -19284
## + `3eb53ae932` 1 0.216 3710.4 -19284
## - `7cb7913148_3` 1 0.855 3711.5 -19284
## - `1fa099bb01` 1 0.874 3711.5 -19284
## - `0b846350ef` 1 0.879 3711.5 -19284
## + `04e7268385` 1 0.152 3710.5 -19284
## - `65aed7dc1f` 1 0.905 3711.6 -19284
## + ee2ac696ff 1 0.115 3710.5 -19284
## + b709f75447 1 0.102 3710.6 -19284
## - `2bc6ab42f7` 1 0.933 3711.6 -19284
## + dcfcbc2ea1 1 0.087 3710.6 -19284
## + d4d6566f9c 1 0.081 3710.6 -19284
## + `435dec85e2` 1 0.081 3710.6 -19284
## + e5efa4d39a 1 0.075 3710.6 -19284
## - ffd1cdcfc1 1 0.963 3711.6 -19283
## + `4468394575` 1 0.069 3710.6 -19283
## + e0a0772df0 1 0.063 3710.6 -19283
## + fbf66c8021 1 0.063 3710.6 -19283
## + `4fc17427c8` 1 0.052 3710.6 -19283
## + `99d44111c9` 1 0.051 3710.6 -19283
## + c58f611921 1 0.051 3710.6 -19283
## + `8311343404` 1 0.045 3710.6 -19283
## - `789b5244a9` 1 0.991 3711.7 -19283
## + ac826f0013 1 0.039 3710.6 -19283
## + `072b7e8f27` 1 0.038 3710.6 -19283
## + `0342faceb5` 1 0.037 3710.6 -19283
## - ed7e658a27 1 1.000 3711.7 -19283
## + b9a487ac3c 1 0.026 3710.6 -19283
## + `7734c0c22f` 1 0.021 3710.6 -19283
## + e7ee22effb 1 0.021 3710.6 -19283
## + `779d13189e` 1 0.018 3710.6 -19283
## + `7cb7913148_4` 1 0.013 3710.7 -19283
## + `55cf3f7627` 1 0.012 3710.7 -19283
## + `1f222e3669` 1 0.008 3710.7 -19283
## + fdf8628ca7 1 0.006 3710.7 -19283
## + `77b3b41efa` 1 0.005 3710.7 -19283
## + a24802caa5 1 0.003 3710.7 -19283
## - bdf934caa7 1 1.148 3711.8 -19283
## - `0e2ab0831c` 1 1.200 3711.9 -19282
## - `63bcf89b1d` 1 1.229 3711.9 -19282
## - `25bbf0e7e7` 1 1.452 3712.1 -19282
## - `7925993f42` 1 1.676 3712.3 -19281
## - ba54a2a637 1 1.689 3712.4 -19281
## - `56371466d7` 1 1.695 3712.4 -19281
## - fe0318e273 1 1.707 3712.4 -19281
## - f66b98dd69 1 1.734 3712.4 -19280
## - `2719b72c0d` 1 1.810 3712.5 -19280
## - ae08d2297e 1 2.086 3712.8 -19279
## - `96c30c7eef` 1 2.175 3712.8 -19279
## - `298ed82b22` 1 2.205 3712.9 -19279
## - `8de0382f02` 1 2.396 3713.1 -19278
## - b4112a94a6 1 2.397 3713.1 -19278
## - d035af6ffa 1 2.528 3713.2 -19277
## - `29bbd86997` 1 2.919 3713.6 -19276
## - `3e200bf766` 1 3.244 3713.9 -19275
## - `384bec5dd1_1` 1 3.358 3714.0 -19274
## - `49756d8e0f` 1 5.037 3715.7 -19268
## - `60ec1426ce` 1 5.231 3715.9 -19267
## - abca7a848f 1 5.599 3716.3 -19266
## - `253eb5ef11` 1 7.083 3717.7 -19260
## - `1f3058af83` 1 8.420 3719.1 -19255
## - `016399044a` 1 9.571 3720.2 -19250
## - c0c3df65b1 1 10.961 3721.6 -19245
## - f0a0febd35 1 12.678 3723.3 -19238
## - `087235d61e` 1 12.845 3723.5 -19238
## - `7fe6cb4c98` 1 16.280 3726.9 -19224
## - f013b60e50 1 20.943 3731.6 -19206
## - `87b982928b` 1 26.522 3737.2 -19185
## - a14fd026ce 1 27.618 3738.3 -19181
## - `5f360995ef` 1 28.890 3739.6 -19176
## - ea0f4a32e3 1 41.045 3751.7 -19129
## - `174825d438` 1 48.425 3759.1 -19101
## - `8c2e088a3d` 1 50.487 3761.2 -19093
## - `2d7fe4693a` 1 53.194 3763.9 -19083
## - `8f5f7c556a` 1 69.382 3780.0 -19021
## - `7841b6a5b1` 1 87.029 3797.7 -18954
## - d2c775fa99 1 100.185 3810.8 -18905
## - beb6e17af1 1 122.119 3832.8 -18822
## - `5b862c0a8f` 1 144.627 3855.3 -18738
## - e86a2190c1 1 153.884 3864.5 -18704
## - `9a575e82a4_1` 1 155.206 3865.9 -18699
## - `6db53d265a` 1 173.439 3884.1 -18631
## - `06888ceac9_1` 1 179.393 3890.1 -18609
## - aee1e4fc85 1 206.858 3917.5 -18508
##
## Step: AIC=-19286.25
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_5` + `7cb7913148_6` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + `98475257f7` + `65aed7dc1f` + fe0318e273 +
## `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 +
## `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `789b5244a9` + `2e874bc151` +
## `2a457d15d9` + d035af6ffa + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `12eda2d982` + `20f1afc5c7` + `0b846350ef` +
## ba54a2a637 + `7925993f42` + `0e2ab0831c` + aa69c802b6 + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - aa69c802b6 1 0.255 3711.2 -19287
## - `7cb7913148_5` 1 0.262 3711.2 -19287
## - `2e874bc151` 1 0.284 3711.2 -19287
## - `136c1727c3` 1 0.288 3711.2 -19287
## - `7cb7913148_2` 1 0.303 3711.2 -19287
## - `3df2300fa2` 1 0.307 3711.2 -19287
## - fe8cdd80ba 1 0.326 3711.2 -19287
## - `7cb7913148_6` 1 0.339 3711.2 -19287
## - `173b6590ae` 1 0.345 3711.2 -19287
## - `7cb7913148_1` 1 0.353 3711.3 -19287
## - `2a457d15d9` 1 0.369 3711.3 -19287
## - `7743f273c2` 1 0.371 3711.3 -19287
## - `8a21502326` 1 0.386 3711.3 -19287
## - `6516422788` 1 0.407 3711.3 -19287
## - `55907cc1de` 1 0.419 3711.3 -19287
## - `98475257f7` 1 0.435 3711.3 -19287
## - `96e6f0be58` 1 0.451 3711.4 -19286
## <none> 3710.9 -19286
## - `20f1afc5c7` 1 0.661 3711.6 -19286
## - `12eda2d982` 1 0.781 3711.7 -19285
## + `9b6e0b36c2` 1 0.239 3710.7 -19285
## + `7cb7913148_7` 1 0.238 3710.7 -19285
## + c1b8ce2354 1 0.219 3710.7 -19285
## + `3eb53ae932` 1 0.219 3710.7 -19285
## - `7cb7913148_3` 1 0.850 3711.8 -19285
## - `1fa099bb01` 1 0.872 3711.8 -19285
## + `04e7268385` 1 0.155 3710.7 -19285
## - `0b846350ef` 1 0.881 3711.8 -19285
## - `65aed7dc1f` 1 0.910 3711.8 -19285
## + ee2ac696ff 1 0.115 3710.8 -19285
## - `2bc6ab42f7` 1 0.927 3711.8 -19285
## + b709f75447 1 0.102 3710.8 -19285
## + dcfcbc2ea1 1 0.088 3710.8 -19285
## + d4d6566f9c 1 0.082 3710.8 -19285
## + `435dec85e2` 1 0.082 3710.8 -19285
## + e5efa4d39a 1 0.075 3710.8 -19284
## + `4468394575` 1 0.071 3710.8 -19284
## - ffd1cdcfc1 1 0.963 3711.9 -19284
## + e0a0772df0 1 0.065 3710.8 -19284
## + fbf66c8021 1 0.062 3710.8 -19284
## + `4fc17427c8` 1 0.052 3710.9 -19284
## + `99d44111c9` 1 0.050 3710.9 -19284
## + c58f611921 1 0.050 3710.9 -19284
## - `789b5244a9` 1 0.984 3711.9 -19284
## + `8311343404` 1 0.046 3710.9 -19284
## + ac826f0013 1 0.041 3710.9 -19284
## - ed7e658a27 1 0.993 3711.9 -19284
## + `072b7e8f27` 1 0.039 3710.9 -19284
## + `0342faceb5` 1 0.035 3710.9 -19284
## + b9a487ac3c 1 0.027 3710.9 -19284
## + `7734c0c22f` 1 0.022 3710.9 -19284
## + e7ee22effb 1 0.021 3710.9 -19284
## + `779d13189e` 1 0.018 3710.9 -19284
## + `7cb7913148_4` 1 0.013 3710.9 -19284
## + `55cf3f7627` 1 0.012 3710.9 -19284
## + `1f222e3669` 1 0.008 3710.9 -19284
## + `77b3b41efa` 1 0.005 3710.9 -19284
## + fdf8628ca7 1 0.005 3710.9 -19284
## + a24802caa5 1 0.003 3710.9 -19284
## - bdf934caa7 1 1.153 3712.1 -19284
## - `0e2ab0831c` 1 1.200 3712.1 -19284
## - `63bcf89b1d` 1 1.222 3712.1 -19284
## - `25bbf0e7e7` 1 1.459 3712.4 -19283
## - ba54a2a637 1 1.690 3712.6 -19282
## - `56371466d7` 1 1.691 3712.6 -19282
## - `7925993f42` 1 1.701 3712.6 -19282
## - fe0318e273 1 1.710 3712.6 -19282
## - f66b98dd69 1 1.731 3712.6 -19282
## - `2719b72c0d` 1 1.808 3712.7 -19281
## - ae08d2297e 1 2.083 3713.0 -19280
## - `96c30c7eef` 1 2.186 3713.1 -19280
## - `298ed82b22` 1 2.203 3713.1 -19280
## - `8de0382f02` 1 2.397 3713.3 -19279
## - b4112a94a6 1 2.398 3713.3 -19279
## - d035af6ffa 1 2.541 3713.4 -19278
## - `29bbd86997` 1 2.941 3713.8 -19277
## - `3e200bf766` 1 3.241 3714.1 -19276
## - `384bec5dd1_1` 1 3.360 3714.3 -19275
## - `49756d8e0f` 1 5.072 3716.0 -19269
## - `60ec1426ce` 1 5.214 3716.1 -19268
## - abca7a848f 1 5.603 3716.5 -19267
## - `253eb5ef11` 1 7.077 3718.0 -19261
## - `1f3058af83` 1 8.432 3719.3 -19256
## - `016399044a` 1 9.528 3720.4 -19251
## - c0c3df65b1 1 10.980 3721.9 -19246
## - f0a0febd35 1 12.639 3723.5 -19239
## - `087235d61e` 1 12.804 3723.7 -19239
## - `7fe6cb4c98` 1 16.246 3727.1 -19226
## - f013b60e50 1 20.937 3731.8 -19207
## - `87b982928b` 1 26.474 3737.4 -19186
## - a14fd026ce 1 27.548 3738.5 -19182
## - `5f360995ef` 1 28.947 3739.9 -19177
## - ea0f4a32e3 1 41.084 3752.0 -19130
## - `174825d438` 1 48.526 3759.4 -19102
## - `8c2e088a3d` 1 50.482 3761.4 -19094
## - `2d7fe4693a` 1 53.179 3764.1 -19084
## - `8f5f7c556a` 1 69.415 3780.3 -19022
## - `7841b6a5b1` 1 86.951 3797.9 -18956
## - d2c775fa99 1 100.155 3811.1 -18906
## - beb6e17af1 1 122.174 3833.1 -18823
## - `5b862c0a8f` 1 144.557 3855.5 -18739
## - e86a2190c1 1 154.045 3864.9 -18704
## - `9a575e82a4_1` 1 155.223 3866.1 -18700
## - `6db53d265a` 1 173.482 3884.4 -18632
## - `06888ceac9_1` 1 179.449 3890.4 -18610
## - aee1e4fc85 1 207.042 3917.9 -18508
##
## Step: AIC=-19287.26
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_5` + `7cb7913148_6` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + `98475257f7` + `65aed7dc1f` + fe0318e273 +
## `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 +
## `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `789b5244a9` + `2e874bc151` +
## `2a457d15d9` + d035af6ffa + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `12eda2d982` + `20f1afc5c7` + `0b846350ef` +
## ba54a2a637 + `7925993f42` + `0e2ab0831c` + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `2e874bc151` 1 0.284 3711.4 -19288
## - `136c1727c3` 1 0.288 3711.4 -19288
## - `7cb7913148_5` 1 0.290 3711.4 -19288
## - `7cb7913148_2` 1 0.302 3711.5 -19288
## - `3df2300fa2` 1 0.306 3711.5 -19288
## - fe8cdd80ba 1 0.328 3711.5 -19288
## - `7cb7913148_6` 1 0.339 3711.5 -19288
## - `173b6590ae` 1 0.345 3711.5 -19288
## - `7cb7913148_1` 1 0.355 3711.5 -19288
## - `2a457d15d9` 1 0.366 3711.5 -19288
## - `7743f273c2` 1 0.369 3711.5 -19288
## - `8a21502326` 1 0.389 3711.5 -19288
## - `6516422788` 1 0.408 3711.6 -19288
## - `55907cc1de` 1 0.418 3711.6 -19288
## - `98475257f7` 1 0.435 3711.6 -19288
## - `96e6f0be58` 1 0.447 3711.6 -19288
## <none> 3711.2 -19287
## - `20f1afc5c7` 1 0.669 3711.8 -19287
## - `12eda2d982` 1 0.775 3711.9 -19286
## + aa69c802b6 1 0.255 3710.9 -19286
## + `9b6e0b36c2` 1 0.239 3710.9 -19286
## + `7cb7913148_7` 1 0.238 3710.9 -19286
## + c1b8ce2354 1 0.220 3710.9 -19286
## + `3eb53ae932` 1 0.220 3710.9 -19286
## - `7cb7913148_3` 1 0.843 3712.0 -19286
## - `1fa099bb01` 1 0.880 3712.0 -19286
## - `0b846350ef` 1 0.881 3712.0 -19286
## + `04e7268385` 1 0.150 3711.0 -19286
## - `2bc6ab42f7` 1 0.914 3712.1 -19286
## - `65aed7dc1f` 1 0.916 3712.1 -19286
## + ee2ac696ff 1 0.117 3711.0 -19286
## + b709f75447 1 0.103 3711.1 -19286
## + dcfcbc2ea1 1 0.086 3711.1 -19286
## + d4d6566f9c 1 0.081 3711.1 -19286
## + `435dec85e2` 1 0.081 3711.1 -19286
## + e5efa4d39a 1 0.075 3711.1 -19286
## + `4468394575` 1 0.068 3711.1 -19286
## + e0a0772df0 1 0.066 3711.1 -19286
## - ffd1cdcfc1 1 0.968 3712.1 -19286
## + fbf66c8021 1 0.062 3711.1 -19286
## + `4fc17427c8` 1 0.052 3711.1 -19286
## + `99d44111c9` 1 0.051 3711.1 -19286
## + c58f611921 1 0.051 3711.1 -19286
## - `789b5244a9` 1 0.988 3712.1 -19285
## + `8311343404` 1 0.045 3711.1 -19285
## + `072b7e8f27` 1 0.041 3711.1 -19285
## + ac826f0013 1 0.041 3711.1 -19285
## + `0342faceb5` 1 0.037 3711.1 -19285
## - ed7e658a27 1 0.997 3712.2 -19285
## + b9a487ac3c 1 0.028 3711.1 -19285
## + `7734c0c22f` 1 0.024 3711.1 -19285
## + e7ee22effb 1 0.021 3711.1 -19285
## + `779d13189e` 1 0.019 3711.1 -19285
## + `55cf3f7627` 1 0.013 3711.1 -19285
## + `7cb7913148_4` 1 0.011 3711.1 -19285
## + `1f222e3669` 1 0.008 3711.2 -19285
## + fdf8628ca7 1 0.005 3711.2 -19285
## + `77b3b41efa` 1 0.004 3711.2 -19285
## + a24802caa5 1 0.003 3711.2 -19285
## - bdf934caa7 1 1.136 3712.3 -19285
## - `0e2ab0831c` 1 1.199 3712.4 -19285
## - `63bcf89b1d` 1 1.222 3712.4 -19284
## - `25bbf0e7e7` 1 1.469 3712.6 -19284
## - `56371466d7` 1 1.674 3712.8 -19283
## - ba54a2a637 1 1.690 3712.8 -19283
## - `7925993f42` 1 1.711 3712.9 -19283
## - fe0318e273 1 1.712 3712.9 -19283
## - f66b98dd69 1 1.724 3712.9 -19283
## - `2719b72c0d` 1 1.801 3713.0 -19282
## - ae08d2297e 1 2.060 3713.2 -19281
## - `96c30c7eef` 1 2.182 3713.3 -19281
## - `298ed82b22` 1 2.215 3713.4 -19281
## - `8de0382f02` 1 2.401 3713.6 -19280
## - b4112a94a6 1 2.402 3713.6 -19280
## - d035af6ffa 1 2.541 3713.7 -19279
## - `29bbd86997` 1 2.916 3714.1 -19278
## - `3e200bf766` 1 3.236 3714.4 -19277
## - `384bec5dd1_1` 1 3.370 3714.5 -19276
## - `49756d8e0f` 1 5.084 3716.2 -19270
## - `60ec1426ce` 1 5.235 3716.4 -19269
## - abca7a848f 1 5.578 3716.7 -19268
## - `253eb5ef11` 1 7.062 3718.2 -19262
## - `1f3058af83` 1 8.399 3719.6 -19257
## - `016399044a` 1 9.519 3720.7 -19252
## - c0c3df65b1 1 10.957 3722.1 -19247
## - f0a0febd35 1 12.659 3723.8 -19240
## - `087235d61e` 1 12.842 3724.0 -19240
## - `7fe6cb4c98` 1 16.216 3727.4 -19227
## - f013b60e50 1 20.963 3732.1 -19208
## - `87b982928b` 1 26.574 3737.7 -19187
## - a14fd026ce 1 27.559 3738.7 -19183
## - `5f360995ef` 1 28.960 3740.1 -19178
## - ea0f4a32e3 1 41.086 3752.2 -19131
## - `174825d438` 1 48.696 3759.9 -19102
## - `8c2e088a3d` 1 50.469 3761.6 -19095
## - `2d7fe4693a` 1 53.229 3764.4 -19085
## - `8f5f7c556a` 1 69.350 3780.5 -19023
## - `7841b6a5b1` 1 86.896 3798.1 -18957
## - d2c775fa99 1 100.165 3811.3 -18907
## - beb6e17af1 1 122.095 3833.3 -18824
## - `5b862c0a8f` 1 144.446 3855.6 -18741
## - e86a2190c1 1 154.045 3865.2 -18705
## - `9a575e82a4_1` 1 155.226 3866.4 -18701
## - `6db53d265a` 1 173.367 3884.5 -18634
## - `06888ceac9_1` 1 179.260 3890.4 -18612
## - aee1e4fc85 1 207.097 3918.3 -18509
##
## Step: AIC=-19288.16
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_5` + `7cb7913148_6` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` +
## e86a2190c1 + ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + `96e6f0be58` +
## `3df2300fa2` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `136c1727c3` + `98475257f7` + `65aed7dc1f` + fe0318e273 +
## `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 +
## `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `789b5244a9` + `2a457d15d9` +
## d035af6ffa + b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `12eda2d982` + `20f1afc5c7` + `0b846350ef` + ba54a2a637 +
## `7925993f42` + `0e2ab0831c` + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_5` 1 0.284 3711.7 -19289
## - `136c1727c3` 1 0.285 3711.7 -19289
## - `7cb7913148_2` 1 0.296 3711.7 -19289
## - `3df2300fa2` 1 0.298 3711.7 -19289
## - `7cb7913148_6` 1 0.332 3711.8 -19289
## - fe8cdd80ba 1 0.332 3711.8 -19289
## - `173b6590ae` 1 0.354 3711.8 -19289
## - `7cb7913148_1` 1 0.357 3711.8 -19289
## - `2a457d15d9` 1 0.371 3711.8 -19289
## - `7743f273c2` 1 0.373 3711.8 -19289
## - `8a21502326` 1 0.375 3711.8 -19289
## - `6516422788` 1 0.412 3711.9 -19289
## - `55907cc1de` 1 0.423 3711.9 -19288
## - `98475257f7` 1 0.437 3711.9 -19288
## - `96e6f0be58` 1 0.439 3711.9 -19288
## <none> 3711.4 -19288
## - `20f1afc5c7` 1 0.661 3712.1 -19288
## + `2e874bc151` 1 0.284 3711.2 -19287
## + aa69c802b6 1 0.255 3711.2 -19287
## - `12eda2d982` 1 0.780 3712.2 -19287
## + `7cb7913148_7` 1 0.244 3711.2 -19287
## + `9b6e0b36c2` 1 0.241 3711.2 -19287
## + c1b8ce2354 1 0.220 3711.2 -19287
## + `3eb53ae932` 1 0.220 3711.2 -19287
## - `7cb7913148_3` 1 0.848 3712.3 -19287
## - `1fa099bb01` 1 0.875 3712.3 -19287
## - `0b846350ef` 1 0.876 3712.3 -19287
## + `04e7268385` 1 0.146 3711.3 -19287
## + ee2ac696ff 1 0.120 3711.3 -19287
## - `2bc6ab42f7` 1 0.918 3712.4 -19287
## - `65aed7dc1f` 1 0.923 3712.4 -19287
## + b709f75447 1 0.107 3711.3 -19287
## + dcfcbc2ea1 1 0.084 3711.4 -19286
## + `435dec85e2` 1 0.082 3711.4 -19286
## + d4d6566f9c 1 0.082 3711.4 -19286
## + e5efa4d39a 1 0.078 3711.4 -19286
## - `789b5244a9` 1 0.966 3712.4 -19286
## + `4468394575` 1 0.068 3711.4 -19286
## + e0a0772df0 1 0.067 3711.4 -19286
## + fbf66c8021 1 0.063 3711.4 -19286
## - ffd1cdcfc1 1 0.973 3712.4 -19286
## - ed7e658a27 1 0.975 3712.4 -19286
## + `4fc17427c8` 1 0.052 3711.4 -19286
## + `99d44111c9` 1 0.052 3711.4 -19286
## + c58f611921 1 0.052 3711.4 -19286
## + `8311343404` 1 0.046 3711.4 -19286
## + `072b7e8f27` 1 0.042 3711.4 -19286
## + ac826f0013 1 0.040 3711.4 -19286
## + `0342faceb5` 1 0.037 3711.4 -19286
## + b9a487ac3c 1 0.029 3711.4 -19286
## + `7734c0c22f` 1 0.025 3711.4 -19286
## + `779d13189e` 1 0.019 3711.4 -19286
## + e7ee22effb 1 0.019 3711.4 -19286
## + `55cf3f7627` 1 0.013 3711.4 -19286
## + `7cb7913148_4` 1 0.010 3711.4 -19286
## + `1f222e3669` 1 0.008 3711.4 -19286
## + fdf8628ca7 1 0.005 3711.4 -19286
## + `77b3b41efa` 1 0.003 3711.4 -19286
## + a24802caa5 1 0.003 3711.4 -19286
## - bdf934caa7 1 1.150 3712.6 -19286
## - `0e2ab0831c` 1 1.200 3712.6 -19286
## - `63bcf89b1d` 1 1.237 3712.7 -19285
## - `25bbf0e7e7` 1 1.451 3712.9 -19284
## - ba54a2a637 1 1.667 3713.1 -19284
## - `56371466d7` 1 1.682 3713.1 -19284
## - fe0318e273 1 1.703 3713.1 -19284
## - `7925993f42` 1 1.710 3713.2 -19284
## - f66b98dd69 1 1.723 3713.2 -19284
## - `2719b72c0d` 1 1.799 3713.2 -19283
## - ae08d2297e 1 2.045 3713.5 -19282
## - `96c30c7eef` 1 2.188 3713.6 -19282
## - `298ed82b22` 1 2.213 3713.7 -19282
## - `8de0382f02` 1 2.392 3713.8 -19281
## - b4112a94a6 1 2.393 3713.8 -19281
## - d035af6ffa 1 2.527 3714.0 -19280
## - `29bbd86997` 1 2.910 3714.4 -19279
## - `3e200bf766` 1 3.221 3714.7 -19278
## - `384bec5dd1_1` 1 3.381 3714.8 -19277
## - `49756d8e0f` 1 5.087 3716.5 -19270
## - `60ec1426ce` 1 5.231 3716.7 -19270
## - abca7a848f 1 5.577 3717.0 -19269
## - `253eb5ef11` 1 7.047 3718.5 -19263
## - `1f3058af83` 1 8.366 3719.8 -19258
## - `016399044a` 1 9.531 3721.0 -19253
## - c0c3df65b1 1 10.951 3722.4 -19248
## - f0a0febd35 1 12.627 3724.1 -19241
## - `087235d61e` 1 12.955 3724.4 -19240
## - `7fe6cb4c98` 1 16.196 3727.6 -19228
## - f013b60e50 1 21.059 3732.5 -19209
## - `87b982928b` 1 26.691 3738.1 -19187
## - a14fd026ce 1 27.569 3739.0 -19184
## - `5f360995ef` 1 28.937 3740.4 -19179
## - ea0f4a32e3 1 41.076 3752.5 -19132
## - `174825d438` 1 48.673 3760.1 -19103
## - `8c2e088a3d` 1 50.468 3761.9 -19096
## - `2d7fe4693a` 1 53.304 3764.7 -19085
## - `8f5f7c556a` 1 69.436 3780.9 -19024
## - `7841b6a5b1` 1 86.814 3798.3 -18958
## - d2c775fa99 1 100.101 3811.5 -18908
## - beb6e17af1 1 122.090 3833.5 -18825
## - `5b862c0a8f` 1 144.525 3856.0 -18742
## - e86a2190c1 1 154.018 3865.5 -18706
## - `9a575e82a4_1` 1 155.268 3866.7 -18702
## - `6db53d265a` 1 173.322 3884.8 -18635
## - `06888ceac9_1` 1 179.218 3890.7 -18613
## - aee1e4fc85 1 207.016 3918.5 -18511
##
## Step: AIC=-19289.06
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_2` +
## `7cb7913148_3` + `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + `6516422788` +
## ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## `55907cc1de` + `789b5244a9` + `2a457d15d9` + d035af6ffa +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `12eda2d982` + `20f1afc5c7` + `0b846350ef` + ba54a2a637 +
## `7925993f42` + `0e2ab0831c` + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_2` 1 0.261 3712.0 -19290
## - `136c1727c3` 1 0.291 3712.0 -19290
## - `3df2300fa2` 1 0.305 3712.0 -19290
## - `7cb7913148_1` 1 0.312 3712.0 -19290
## - fe8cdd80ba 1 0.323 3712.0 -19290
## - `7cb7913148_6` 1 0.334 3712.1 -19290
## - `173b6590ae` 1 0.355 3712.1 -19290
## - `2a457d15d9` 1 0.368 3712.1 -19290
## - `8a21502326` 1 0.372 3712.1 -19290
## - `7743f273c2` 1 0.375 3712.1 -19290
## - `6516422788` 1 0.418 3712.1 -19289
## - `98475257f7` 1 0.426 3712.2 -19289
## - `55907cc1de` 1 0.426 3712.2 -19289
## - `96e6f0be58` 1 0.448 3712.2 -19289
## <none> 3711.7 -19289
## - `20f1afc5c7` 1 0.667 3712.4 -19288
## + `7cb7913148_5` 1 0.284 3711.4 -19288
## + aa69c802b6 1 0.283 3711.4 -19288
## + `2e874bc151` 1 0.278 3711.4 -19288
## + `7cb7913148_7` 1 0.243 3711.5 -19288
## + `9b6e0b36c2` 1 0.240 3711.5 -19288
## - `12eda2d982` 1 0.796 3712.5 -19288
## - `7cb7913148_3` 1 0.807 3712.5 -19288
## + c1b8ce2354 1 0.225 3711.5 -19288
## + `3eb53ae932` 1 0.225 3711.5 -19288
## - `0b846350ef` 1 0.874 3712.6 -19288
## - `1fa099bb01` 1 0.874 3712.6 -19288
## + `04e7268385` 1 0.146 3711.6 -19288
## + ee2ac696ff 1 0.119 3711.6 -19288
## - `65aed7dc1f` 1 0.920 3712.6 -19288
## - `2bc6ab42f7` 1 0.925 3712.7 -19288
## + b709f75447 1 0.107 3711.6 -19288
## + dcfcbc2ea1 1 0.085 3711.6 -19287
## + `435dec85e2` 1 0.079 3711.6 -19287
## + e5efa4d39a 1 0.078 3711.6 -19287
## + d4d6566f9c 1 0.078 3711.6 -19287
## - `789b5244a9` 1 0.961 3712.7 -19287
## + `4468394575` 1 0.069 3711.7 -19287
## + e0a0772df0 1 0.069 3711.7 -19287
## - ffd1cdcfc1 1 0.965 3712.7 -19287
## + fbf66c8021 1 0.066 3711.7 -19287
## - ed7e658a27 1 0.970 3712.7 -19287
## + `4fc17427c8` 1 0.053 3711.7 -19287
## + `99d44111c9` 1 0.052 3711.7 -19287
## + c58f611921 1 0.052 3711.7 -19287
## + `8311343404` 1 0.049 3711.7 -19287
## + `072b7e8f27` 1 0.045 3711.7 -19287
## + ac826f0013 1 0.042 3711.7 -19287
## + `0342faceb5` 1 0.037 3711.7 -19287
## + b9a487ac3c 1 0.029 3711.7 -19287
## + `7734c0c22f` 1 0.026 3711.7 -19287
## + e7ee22effb 1 0.020 3711.7 -19287
## + `779d13189e` 1 0.019 3711.7 -19287
## + `55cf3f7627` 1 0.013 3711.7 -19287
## + `1f222e3669` 1 0.008 3711.7 -19287
## + `7cb7913148_4` 1 0.008 3711.7 -19287
## + fdf8628ca7 1 0.004 3711.7 -19287
## + `77b3b41efa` 1 0.003 3711.7 -19287
## + a24802caa5 1 0.003 3711.7 -19287
## - bdf934caa7 1 1.160 3712.9 -19287
## - `0e2ab0831c` 1 1.201 3712.9 -19286
## - `63bcf89b1d` 1 1.237 3713.0 -19286
## - `25bbf0e7e7` 1 1.459 3713.2 -19285
## - ba54a2a637 1 1.667 3713.4 -19285
## - `56371466d7` 1 1.686 3713.4 -19284
## - `7925993f42` 1 1.693 3713.4 -19284
## - fe0318e273 1 1.712 3713.4 -19284
## - f66b98dd69 1 1.717 3713.4 -19284
## - `2719b72c0d` 1 1.794 3713.5 -19284
## - ae08d2297e 1 2.074 3713.8 -19283
## - `96c30c7eef` 1 2.184 3713.9 -19283
## - `298ed82b22` 1 2.217 3713.9 -19282
## - `8de0382f02` 1 2.402 3714.1 -19282
## - b4112a94a6 1 2.403 3714.1 -19282
## - d035af6ffa 1 2.539 3714.3 -19281
## - `29bbd86997` 1 2.902 3714.6 -19280
## - `3e200bf766` 1 3.232 3715.0 -19279
## - `384bec5dd1_1` 1 3.365 3715.1 -19278
## - `49756d8e0f` 1 5.117 3716.8 -19271
## - `60ec1426ce` 1 5.200 3716.9 -19271
## - abca7a848f 1 5.567 3717.3 -19270
## - `253eb5ef11` 1 7.094 3718.8 -19264
## - `1f3058af83` 1 8.397 3720.1 -19259
## - `016399044a` 1 9.507 3721.2 -19254
## - c0c3df65b1 1 10.925 3722.7 -19249
## - f0a0febd35 1 12.642 3724.4 -19242
## - `087235d61e` 1 12.921 3724.6 -19241
## - `7fe6cb4c98` 1 16.139 3727.9 -19229
## - f013b60e50 1 21.153 3732.9 -19209
## - `87b982928b` 1 26.721 3738.4 -19188
## - a14fd026ce 1 27.559 3739.3 -19185
## - `5f360995ef` 1 28.971 3740.7 -19179
## - ea0f4a32e3 1 41.069 3752.8 -19133
## - `174825d438` 1 48.789 3760.5 -19104
## - `8c2e088a3d` 1 50.525 3762.3 -19097
## - `2d7fe4693a` 1 53.372 3765.1 -19086
## - `8f5f7c556a` 1 69.399 3781.1 -19025
## - `7841b6a5b1` 1 86.812 3798.5 -18959
## - d2c775fa99 1 100.066 3811.8 -18909
## - beb6e17af1 1 122.032 3833.8 -18826
## - `5b862c0a8f` 1 144.516 3856.2 -18742
## - e86a2190c1 1 154.054 3865.8 -18707
## - `9a575e82a4_1` 1 155.275 3867.0 -18702
## - `6db53d265a` 1 173.230 3885.0 -18636
## - `06888ceac9_1` 1 179.286 3891.0 -18614
## - aee1e4fc85 1 206.837 3918.6 -18512
##
## Step: AIC=-19290.05
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_1` + `7cb7913148_3` +
## `7cb7913148_6` + `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 +
## aee1e4fc85 + `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + fe8cdd80ba + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + `96e6f0be58` + `3df2300fa2` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `136c1727c3` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + `6516422788` +
## ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## `55907cc1de` + `789b5244a9` + `2a457d15d9` + d035af6ffa +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `12eda2d982` + `20f1afc5c7` + `0b846350ef` + ba54a2a637 +
## `7925993f42` + `0e2ab0831c` + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_1` 1 0.144 3712.1 -19292
## - `136c1727c3` 1 0.291 3712.3 -19291
## - `3df2300fa2` 1 0.306 3712.3 -19291
## - fe8cdd80ba 1 0.320 3712.3 -19291
## - `7cb7913148_6` 1 0.350 3712.3 -19291
## - `8a21502326` 1 0.367 3712.4 -19291
## - `173b6590ae` 1 0.373 3712.4 -19291
## - `2a457d15d9` 1 0.374 3712.4 -19291
## - `7743f273c2` 1 0.376 3712.4 -19291
## - `6516422788` 1 0.411 3712.4 -19290
## - `98475257f7` 1 0.429 3712.4 -19290
## - `55907cc1de` 1 0.431 3712.4 -19290
## - `96e6f0be58` 1 0.450 3712.4 -19290
## <none> 3712.0 -19290
## - `7cb7913148_3` 1 0.637 3712.6 -19290
## - `20f1afc5c7` 1 0.656 3712.6 -19290
## + aa69c802b6 1 0.280 3711.7 -19289
## + `2e874bc151` 1 0.273 3711.7 -19289
## + `7cb7913148_2` 1 0.261 3711.7 -19289
## + `7cb7913148_5` 1 0.248 3711.7 -19289
## - `12eda2d982` 1 0.790 3712.8 -19289
## + `9b6e0b36c2` 1 0.237 3711.7 -19289
## + `7cb7913148_7` 1 0.237 3711.8 -19289
## + c1b8ce2354 1 0.228 3711.8 -19289
## + `3eb53ae932` 1 0.228 3711.8 -19289
## - `1fa099bb01` 1 0.873 3712.9 -19289
## - `0b846350ef` 1 0.876 3712.9 -19289
## + `04e7268385` 1 0.146 3711.8 -19289
## + ee2ac696ff 1 0.121 3711.9 -19288
## - `65aed7dc1f` 1 0.918 3712.9 -19288
## - `2bc6ab42f7` 1 0.924 3712.9 -19288
## + b709f75447 1 0.107 3711.9 -19288
## + dcfcbc2ea1 1 0.087 3711.9 -19288
## + `435dec85e2` 1 0.080 3711.9 -19288
## + d4d6566f9c 1 0.080 3711.9 -19288
## - `789b5244a9` 1 0.955 3712.9 -19288
## + e5efa4d39a 1 0.078 3711.9 -19288
## + e0a0772df0 1 0.071 3711.9 -19288
## - ed7e658a27 1 0.963 3713.0 -19288
## + `4468394575` 1 0.069 3711.9 -19288
## + fbf66c8021 1 0.065 3711.9 -19288
## - ffd1cdcfc1 1 0.971 3713.0 -19288
## + `4fc17427c8` 1 0.055 3711.9 -19288
## + `99d44111c9` 1 0.051 3711.9 -19288
## + c58f611921 1 0.051 3711.9 -19288
## + `8311343404` 1 0.051 3711.9 -19288
## + ac826f0013 1 0.044 3711.9 -19288
## + `072b7e8f27` 1 0.043 3711.9 -19288
## + `0342faceb5` 1 0.038 3711.9 -19288
## + b9a487ac3c 1 0.028 3712.0 -19288
## + `7734c0c22f` 1 0.027 3712.0 -19288
## + e7ee22effb 1 0.018 3712.0 -19288
## + `779d13189e` 1 0.017 3712.0 -19288
## + `55cf3f7627` 1 0.012 3712.0 -19288
## + `1f222e3669` 1 0.008 3712.0 -19288
## + fdf8628ca7 1 0.004 3712.0 -19288
## + `77b3b41efa` 1 0.003 3712.0 -19288
## + a24802caa5 1 0.002 3712.0 -19288
## + `7cb7913148_4` 1 0.000 3712.0 -19288
## - bdf934caa7 1 1.165 3713.2 -19288
## - `0e2ab0831c` 1 1.212 3713.2 -19287
## - `63bcf89b1d` 1 1.229 3713.2 -19287
## - `25bbf0e7e7` 1 1.451 3713.4 -19286
## - ba54a2a637 1 1.664 3713.7 -19286
## - `56371466d7` 1 1.666 3713.7 -19286
## - `7925993f42` 1 1.686 3713.7 -19286
## - f66b98dd69 1 1.705 3713.7 -19286
## - fe0318e273 1 1.714 3713.7 -19285
## - `2719b72c0d` 1 1.781 3713.8 -19285
## - ae08d2297e 1 2.074 3714.1 -19284
## - `96c30c7eef` 1 2.193 3714.2 -19284
## - `298ed82b22` 1 2.213 3714.2 -19284
## - `8de0382f02` 1 2.381 3714.4 -19283
## - b4112a94a6 1 2.382 3714.4 -19283
## - d035af6ffa 1 2.571 3714.6 -19282
## - `29bbd86997` 1 2.904 3714.9 -19281
## - `3e200bf766` 1 3.248 3715.2 -19280
## - `384bec5dd1_1` 1 3.329 3715.3 -19279
## - `49756d8e0f` 1 5.121 3717.1 -19272
## - `60ec1426ce` 1 5.189 3717.2 -19272
## - abca7a848f 1 5.560 3717.5 -19271
## - `253eb5ef11` 1 7.116 3719.1 -19264
## - `1f3058af83` 1 8.395 3720.4 -19260
## - `016399044a` 1 9.548 3721.5 -19255
## - c0c3df65b1 1 10.893 3722.9 -19250
## - f0a0febd35 1 12.657 3724.6 -19243
## - `087235d61e` 1 12.904 3724.9 -19242
## - `7fe6cb4c98` 1 16.183 3728.2 -19230
## - f013b60e50 1 21.198 3733.2 -19210
## - `87b982928b` 1 26.759 3738.7 -19189
## - a14fd026ce 1 27.497 3739.5 -19186
## - `5f360995ef` 1 28.894 3740.9 -19181
## - ea0f4a32e3 1 41.024 3753.0 -19134
## - `174825d438` 1 48.761 3760.7 -19105
## - `8c2e088a3d` 1 50.518 3762.5 -19098
## - `2d7fe4693a` 1 53.390 3765.4 -19087
## - `8f5f7c556a` 1 69.326 3781.3 -19026
## - `7841b6a5b1` 1 86.870 3798.9 -18960
## - d2c775fa99 1 99.903 3811.9 -18911
## - beb6e17af1 1 122.160 3834.1 -18827
## - `5b862c0a8f` 1 144.501 3856.5 -18744
## - e86a2190c1 1 154.133 3866.1 -18708
## - `9a575e82a4_1` 1 155.259 3867.2 -18704
## - `6db53d265a` 1 173.334 3885.3 -18637
## - `06888ceac9_1` 1 179.108 3891.1 -18615
## - aee1e4fc85 1 206.813 3918.8 -18513
##
## Step: AIC=-19291.5
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_6` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + `7841b6a5b1` +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `136c1727c3` + `98475257f7` + `65aed7dc1f` +
## fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e +
## bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `789b5244a9` + `2a457d15d9` +
## d035af6ffa + b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `12eda2d982` + `20f1afc5c7` + `0b846350ef` + ba54a2a637 +
## `7925993f42` + `0e2ab0831c` + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `136c1727c3` 1 0.291 3712.4 -19292
## - `3df2300fa2` 1 0.313 3712.4 -19292
## - fe8cdd80ba 1 0.320 3712.5 -19292
## - `7cb7913148_6` 1 0.360 3712.5 -19292
## - `8a21502326` 1 0.365 3712.5 -19292
## - `173b6590ae` 1 0.376 3712.5 -19292
## - `2a457d15d9` 1 0.376 3712.5 -19292
## - `7743f273c2` 1 0.377 3712.5 -19292
## - `6516422788` 1 0.410 3712.5 -19292
## - `98475257f7` 1 0.430 3712.6 -19292
## - `55907cc1de` 1 0.433 3712.6 -19292
## - `96e6f0be58` 1 0.457 3712.6 -19292
## <none> 3712.1 -19292
## - `7cb7913148_3` 1 0.539 3712.7 -19291
## - `20f1afc5c7` 1 0.648 3712.8 -19291
## + aa69c802b6 1 0.281 3711.8 -19291
## + `2e874bc151` 1 0.276 3711.9 -19291
## - `12eda2d982` 1 0.799 3712.9 -19290
## + `9b6e0b36c2` 1 0.235 3711.9 -19290
## + `7cb7913148_7` 1 0.233 3711.9 -19290
## + c1b8ce2354 1 0.230 3711.9 -19290
## + `3eb53ae932` 1 0.230 3711.9 -19290
## + `7cb7913148_5` 1 0.227 3711.9 -19290
## - `1fa099bb01` 1 0.864 3713.0 -19290
## - `0b846350ef` 1 0.872 3713.0 -19290
## + `04e7268385` 1 0.148 3712.0 -19290
## + `7cb7913148_1` 1 0.144 3712.0 -19290
## + ee2ac696ff 1 0.124 3712.0 -19290
## - `65aed7dc1f` 1 0.917 3713.0 -19290
## - `2bc6ab42f7` 1 0.919 3713.0 -19290
## + b709f75447 1 0.108 3712.0 -19290
## + `7cb7913148_2` 1 0.093 3712.0 -19290
## + dcfcbc2ea1 1 0.085 3712.0 -19290
## - `789b5244a9` 1 0.950 3713.1 -19290
## + `435dec85e2` 1 0.084 3712.0 -19290
## + d4d6566f9c 1 0.084 3712.0 -19290
## + e5efa4d39a 1 0.081 3712.0 -19290
## - ed7e658a27 1 0.959 3713.1 -19290
## + e0a0772df0 1 0.069 3712.1 -19290
## + `4468394575` 1 0.067 3712.1 -19290
## + fbf66c8021 1 0.064 3712.1 -19290
## - ffd1cdcfc1 1 0.972 3713.1 -19290
## + `4fc17427c8` 1 0.054 3712.1 -19290
## + `99d44111c9` 1 0.050 3712.1 -19290
## + c58f611921 1 0.050 3712.1 -19290
## + `8311343404` 1 0.047 3712.1 -19290
## + ac826f0013 1 0.043 3712.1 -19290
## + `072b7e8f27` 1 0.043 3712.1 -19290
## + `0342faceb5` 1 0.038 3712.1 -19290
## + b9a487ac3c 1 0.029 3712.1 -19290
## + `7734c0c22f` 1 0.027 3712.1 -19290
## + `779d13189e` 1 0.018 3712.1 -19290
## + e7ee22effb 1 0.016 3712.1 -19290
## + `55cf3f7627` 1 0.012 3712.1 -19290
## + `1f222e3669` 1 0.007 3712.1 -19290
## + fdf8628ca7 1 0.004 3712.1 -19290
## + `77b3b41efa` 1 0.003 3712.1 -19290
## + a24802caa5 1 0.002 3712.1 -19290
## + `7cb7913148_4` 1 0.001 3712.1 -19290
## - bdf934caa7 1 1.168 3713.3 -19289
## - `0e2ab0831c` 1 1.215 3713.3 -19289
## - `63bcf89b1d` 1 1.215 3713.3 -19289
## - `25bbf0e7e7` 1 1.450 3713.6 -19288
## - `56371466d7` 1 1.659 3713.8 -19287
## - ba54a2a637 1 1.673 3713.8 -19287
## - `7925993f42` 1 1.687 3713.8 -19287
## - f66b98dd69 1 1.700 3713.8 -19287
## - fe0318e273 1 1.728 3713.9 -19287
## - `2719b72c0d` 1 1.776 3713.9 -19287
## - ae08d2297e 1 2.069 3714.2 -19286
## - `96c30c7eef` 1 2.184 3714.3 -19285
## - `298ed82b22` 1 2.203 3714.3 -19285
## - `8de0382f02` 1 2.381 3714.5 -19284
## - b4112a94a6 1 2.382 3714.5 -19284
## - d035af6ffa 1 2.542 3714.7 -19284
## - `29bbd86997` 1 2.905 3715.0 -19282
## - `3e200bf766` 1 3.259 3715.4 -19281
## - `384bec5dd1_1` 1 3.336 3715.5 -19281
## - `49756d8e0f` 1 5.137 3717.3 -19274
## - `60ec1426ce` 1 5.186 3717.3 -19273
## - abca7a848f 1 5.560 3717.7 -19272
## - `253eb5ef11` 1 7.114 3719.2 -19266
## - `1f3058af83` 1 8.405 3720.5 -19261
## - `016399044a` 1 9.577 3721.7 -19256
## - c0c3df65b1 1 10.875 3723.0 -19252
## - f0a0febd35 1 12.653 3724.8 -19245
## - `087235d61e` 1 12.905 3725.0 -19244
## - `7fe6cb4c98` 1 16.218 3728.3 -19231
## - f013b60e50 1 21.192 3733.3 -19212
## - `87b982928b` 1 26.731 3738.9 -19190
## - a14fd026ce 1 27.460 3739.6 -19188
## - `5f360995ef` 1 28.866 3741.0 -19182
## - ea0f4a32e3 1 40.991 3753.1 -19136
## - `174825d438` 1 48.760 3760.9 -19106
## - `8c2e088a3d` 1 50.494 3762.6 -19100
## - `2d7fe4693a` 1 53.337 3765.5 -19089
## - `8f5f7c556a` 1 69.293 3781.4 -19028
## - `7841b6a5b1` 1 86.915 3799.0 -18961
## - d2c775fa99 1 99.857 3812.0 -18912
## - beb6e17af1 1 122.083 3834.2 -18829
## - `5b862c0a8f` 1 144.469 3856.6 -18745
## - e86a2190c1 1 154.051 3866.2 -18710
## - `9a575e82a4_1` 1 155.321 3867.5 -18705
## - `6db53d265a` 1 173.391 3885.5 -18638
## - `06888ceac9_1` 1 179.072 3891.2 -18617
## - aee1e4fc85 1 206.814 3918.9 -18515
##
## Step: AIC=-19292.37
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_6` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + `7841b6a5b1` +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + `3df2300fa2` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `98475257f7` + `65aed7dc1f` + fe0318e273 +
## `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 +
## `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `789b5244a9` + `2a457d15d9` +
## d035af6ffa + b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `12eda2d982` + `20f1afc5c7` + `0b846350ef` + ba54a2a637 +
## `7925993f42` + `0e2ab0831c` + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `3df2300fa2` 1 0.317 3712.7 -19293
## - fe8cdd80ba 1 0.325 3712.7 -19293
## - `7cb7913148_6` 1 0.366 3712.8 -19293
## - `8a21502326` 1 0.371 3712.8 -19293
## - `173b6590ae` 1 0.376 3712.8 -19293
## - `7743f273c2` 1 0.377 3712.8 -19293
## - `2a457d15d9` 1 0.384 3712.8 -19293
## - `6516422788` 1 0.415 3712.8 -19293
## - `98475257f7` 1 0.428 3712.9 -19293
## - `55907cc1de` 1 0.432 3712.9 -19293
## - `96e6f0be58` 1 0.463 3712.9 -19293
## <none> 3712.4 -19292
## - `7cb7913148_3` 1 0.551 3713.0 -19292
## - `20f1afc5c7` 1 0.651 3713.1 -19292
## + `136c1727c3` 1 0.291 3712.1 -19292
## + aa69c802b6 1 0.281 3712.1 -19292
## + `2e874bc151` 1 0.274 3712.1 -19291
## + `7cb7913148_7` 1 0.236 3712.2 -19291
## + `7cb7913148_5` 1 0.233 3712.2 -19291
## - `12eda2d982` 1 0.802 3713.2 -19291
## + c1b8ce2354 1 0.226 3712.2 -19291
## + `3eb53ae932` 1 0.226 3712.2 -19291
## + `9b6e0b36c2` 1 0.223 3712.2 -19291
## - `1fa099bb01` 1 0.864 3713.3 -19291
## - `0b846350ef` 1 0.880 3713.3 -19291
## + `04e7268385` 1 0.153 3712.3 -19291
## + `7cb7913148_1` 1 0.144 3712.3 -19291
## - `65aed7dc1f` 1 0.910 3713.3 -19291
## + ee2ac696ff 1 0.120 3712.3 -19291
## - `2bc6ab42f7` 1 0.925 3713.3 -19291
## + b709f75447 1 0.109 3712.3 -19291
## + `7cb7913148_2` 1 0.093 3712.3 -19291
## + dcfcbc2ea1 1 0.087 3712.3 -19291
## + `435dec85e2` 1 0.086 3712.3 -19291
## + d4d6566f9c 1 0.086 3712.3 -19291
## + e5efa4d39a 1 0.080 3712.3 -19291
## - `789b5244a9` 1 0.963 3713.4 -19291
## + e0a0772df0 1 0.070 3712.4 -19291
## + fbf66c8021 1 0.068 3712.4 -19291
## - ffd1cdcfc1 1 0.968 3713.4 -19291
## + `4468394575` 1 0.065 3712.4 -19291
## - ed7e658a27 1 0.972 3713.4 -19291
## + `4fc17427c8` 1 0.054 3712.4 -19291
## + `99d44111c9` 1 0.051 3712.4 -19291
## + c58f611921 1 0.051 3712.4 -19291
## + `8311343404` 1 0.047 3712.4 -19291
## + `072b7e8f27` 1 0.046 3712.4 -19290
## + ac826f0013 1 0.044 3712.4 -19290
## + `0342faceb5` 1 0.039 3712.4 -19290
## + `7734c0c22f` 1 0.028 3712.4 -19290
## + b9a487ac3c 1 0.026 3712.4 -19290
## + `779d13189e` 1 0.017 3712.4 -19290
## + e7ee22effb 1 0.016 3712.4 -19290
## + `55cf3f7627` 1 0.011 3712.4 -19290
## + `1f222e3669` 1 0.007 3712.4 -19290
## + fdf8628ca7 1 0.005 3712.4 -19290
## + `77b3b41efa` 1 0.004 3712.4 -19290
## + a24802caa5 1 0.004 3712.4 -19290
## + `7cb7913148_4` 1 0.001 3712.4 -19290
## - bdf934caa7 1 1.153 3713.6 -19290
## - `0e2ab0831c` 1 1.214 3713.6 -19290
## - `63bcf89b1d` 1 1.233 3713.7 -19290
## - `25bbf0e7e7` 1 1.436 3713.9 -19289
## - `56371466d7` 1 1.649 3714.1 -19288
## - ba54a2a637 1 1.683 3714.1 -19288
## - `7925993f42` 1 1.692 3714.1 -19288
## - f66b98dd69 1 1.715 3714.1 -19288
## - fe0318e273 1 1.725 3714.1 -19288
## - `2719b72c0d` 1 1.792 3714.2 -19287
## - ae08d2297e 1 2.047 3714.5 -19286
## - `96c30c7eef` 1 2.206 3714.6 -19286
## - `298ed82b22` 1 2.208 3714.6 -19286
## - `8de0382f02` 1 2.386 3714.8 -19285
## - b4112a94a6 1 2.386 3714.8 -19285
## - d035af6ffa 1 2.573 3715.0 -19284
## - `29bbd86997` 1 2.928 3715.4 -19283
## - `3e200bf766` 1 3.256 3715.7 -19282
## - `384bec5dd1_1` 1 3.337 3715.8 -19282
## - `60ec1426ce` 1 5.166 3717.6 -19274
## - `49756d8e0f` 1 5.179 3717.6 -19274
## - abca7a848f 1 5.575 3718.0 -19273
## - `253eb5ef11` 1 7.092 3719.5 -19267
## - `1f3058af83` 1 8.446 3720.9 -19262
## - `016399044a` 1 9.596 3722.0 -19257
## - c0c3df65b1 1 10.833 3723.3 -19252
## - f0a0febd35 1 12.650 3725.1 -19246
## - `087235d61e` 1 12.899 3725.3 -19245
## - `7fe6cb4c98` 1 16.135 3728.6 -19232
## - f013b60e50 1 21.137 3733.6 -19213
## - `87b982928b` 1 26.731 3739.2 -19191
## - a14fd026ce 1 27.480 3739.9 -19188
## - `5f360995ef` 1 28.850 3741.3 -19183
## - ea0f4a32e3 1 41.022 3753.4 -19136
## - `174825d438` 1 48.728 3761.1 -19107
## - `8c2e088a3d` 1 50.425 3762.8 -19101
## - `2d7fe4693a` 1 53.301 3765.7 -19090
## - `8f5f7c556a` 1 69.300 3781.7 -19029
## - `7841b6a5b1` 1 86.973 3799.4 -18962
## - d2c775fa99 1 99.752 3812.2 -18914
## - beb6e17af1 1 122.190 3834.6 -18829
## - `5b862c0a8f` 1 144.639 3857.1 -18745
## - e86a2190c1 1 153.866 3866.3 -18711
## - `9a575e82a4_1` 1 155.315 3867.7 -18706
## - `6db53d265a` 1 173.377 3885.8 -18639
## - `06888ceac9_1` 1 179.310 3891.7 -18617
## - aee1e4fc85 1 206.821 3919.2 -18516
##
## Step: AIC=-19293.14
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_6` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + `7841b6a5b1` +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## `96e6f0be58` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + `6516422788` +
## ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## `55907cc1de` + `789b5244a9` + `2a457d15d9` + d035af6ffa +
## b4112a94a6 + `8de0382f02` + `173b6590ae` + `3e200bf766` +
## `12eda2d982` + `20f1afc5c7` + `0b846350ef` + ba54a2a637 +
## `7925993f42` + `0e2ab0831c` + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `96e6f0be58` 1 0.245 3713.0 -19294
## - fe8cdd80ba 1 0.323 3713.1 -19294
## - `8a21502326` 1 0.370 3713.1 -19294
## - `173b6590ae` 1 0.371 3713.1 -19294
## - `7cb7913148_6` 1 0.372 3713.1 -19294
## - `7743f273c2` 1 0.376 3713.1 -19294
## - `2a457d15d9` 1 0.382 3713.1 -19294
## - `98475257f7` 1 0.421 3713.2 -19294
## - `6516422788` 1 0.425 3713.2 -19294
## - `55907cc1de` 1 0.439 3713.2 -19293
## <none> 3712.7 -19293
## - `7cb7913148_3` 1 0.543 3713.3 -19293
## - `20f1afc5c7` 1 0.640 3713.4 -19293
## + `3df2300fa2` 1 0.317 3712.4 -19292
## + `136c1727c3` 1 0.295 3712.4 -19292
## + aa69c802b6 1 0.281 3712.5 -19292
## + `2e874bc151` 1 0.266 3712.5 -19292
## + `7cb7913148_5` 1 0.239 3712.5 -19292
## - `12eda2d982` 1 0.798 3713.5 -19292
## + `7cb7913148_7` 1 0.230 3712.5 -19292
## + `9b6e0b36c2` 1 0.224 3712.5 -19292
## + c1b8ce2354 1 0.223 3712.5 -19292
## + `3eb53ae932` 1 0.223 3712.5 -19292
## - `1fa099bb01` 1 0.871 3713.6 -19292
## + `7cb7913148_1` 1 0.151 3712.6 -19292
## + `04e7268385` 1 0.149 3712.6 -19292
## - `0b846350ef` 1 0.886 3713.6 -19292
## - `65aed7dc1f` 1 0.910 3713.6 -19292
## + ee2ac696ff 1 0.120 3712.6 -19292
## + b709f75447 1 0.108 3712.6 -19292
## - `2bc6ab42f7` 1 0.929 3713.7 -19292
## + `7cb7913148_2` 1 0.091 3712.6 -19292
## + dcfcbc2ea1 1 0.091 3712.6 -19292
## + `435dec85e2` 1 0.086 3712.7 -19292
## + d4d6566f9c 1 0.086 3712.7 -19292
## + e5efa4d39a 1 0.079 3712.7 -19292
## - `789b5244a9` 1 0.960 3713.7 -19291
## + fbf66c8021 1 0.070 3712.7 -19291
## + e0a0772df0 1 0.067 3712.7 -19291
## + `4468394575` 1 0.066 3712.7 -19291
## - ed7e658a27 1 0.968 3713.7 -19291
## - ffd1cdcfc1 1 0.977 3713.7 -19291
## + `4fc17427c8` 1 0.055 3712.7 -19291
## + `99d44111c9` 1 0.052 3712.7 -19291
## + c58f611921 1 0.052 3712.7 -19291
## + `072b7e8f27` 1 0.046 3712.7 -19291
## + `8311343404` 1 0.045 3712.7 -19291
## + `0342faceb5` 1 0.037 3712.7 -19291
## + ac826f0013 1 0.037 3712.7 -19291
## + `7734c0c22f` 1 0.028 3712.7 -19291
## + b9a487ac3c 1 0.027 3712.7 -19291
## + e7ee22effb 1 0.016 3712.7 -19291
## + `779d13189e` 1 0.014 3712.7 -19291
## + `55cf3f7627` 1 0.010 3712.7 -19291
## + `1f222e3669` 1 0.007 3712.7 -19291
## + fdf8628ca7 1 0.005 3712.7 -19291
## + `77b3b41efa` 1 0.004 3712.7 -19291
## + a24802caa5 1 0.004 3712.7 -19291
## + `7cb7913148_4` 1 0.001 3712.7 -19291
## - bdf934caa7 1 1.152 3713.9 -19291
## - `0e2ab0831c` 1 1.227 3714.0 -19290
## - `63bcf89b1d` 1 1.230 3714.0 -19290
## - `25bbf0e7e7` 1 1.440 3714.2 -19290
## - `56371466d7` 1 1.645 3714.4 -19289
## - `7925993f42` 1 1.681 3714.4 -19289
## - ba54a2a637 1 1.686 3714.4 -19289
## - fe0318e273 1 1.717 3714.5 -19288
## - f66b98dd69 1 1.726 3714.5 -19288
## - `2719b72c0d` 1 1.803 3714.5 -19288
## - ae08d2297e 1 2.031 3714.8 -19287
## - `96c30c7eef` 1 2.196 3714.9 -19287
## - `298ed82b22` 1 2.239 3715.0 -19286
## - `8de0382f02` 1 2.360 3715.1 -19286
## - b4112a94a6 1 2.361 3715.1 -19286
## - d035af6ffa 1 2.576 3715.3 -19285
## - `29bbd86997` 1 2.953 3715.7 -19284
## - `3e200bf766` 1 3.253 3716.0 -19283
## - `384bec5dd1_1` 1 3.342 3716.1 -19282
## - `60ec1426ce` 1 5.163 3717.9 -19275
## - `49756d8e0f` 1 5.187 3717.9 -19275
## - abca7a848f 1 5.550 3718.3 -19274
## - `253eb5ef11` 1 7.104 3719.8 -19268
## - `1f3058af83` 1 8.424 3721.2 -19263
## - `016399044a` 1 9.609 3722.3 -19258
## - c0c3df65b1 1 10.869 3723.6 -19253
## - f0a0febd35 1 12.606 3725.3 -19246
## - `087235d61e` 1 12.950 3725.7 -19245
## - `7fe6cb4c98` 1 16.115 3728.9 -19233
## - f013b60e50 1 21.158 3733.9 -19214
## - `87b982928b` 1 26.711 3739.4 -19192
## - a14fd026ce 1 27.515 3740.3 -19189
## - `5f360995ef` 1 28.861 3741.6 -19184
## - ea0f4a32e3 1 41.004 3753.7 -19137
## - `174825d438` 1 48.665 3761.4 -19108
## - `8c2e088a3d` 1 50.462 3763.2 -19101
## - `2d7fe4693a` 1 53.248 3766.0 -19091
## - `8f5f7c556a` 1 69.446 3782.2 -19029
## - `7841b6a5b1` 1 86.894 3799.6 -18963
## - d2c775fa99 1 99.653 3812.4 -18915
## - beb6e17af1 1 122.111 3834.8 -18830
## - `5b862c0a8f` 1 144.760 3857.5 -18746
## - e86a2190c1 1 153.930 3866.7 -18712
## - `9a575e82a4_1` 1 155.215 3868.0 -18707
## - `6db53d265a` 1 173.361 3886.1 -18640
## - `06888ceac9_1` 1 179.307 3892.0 -18618
## - aee1e4fc85 1 206.973 3919.7 -18516
##
## Step: AIC=-19294.2
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_6` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## fe8cdd80ba + `6db53d265a` + `5b862c0a8f` + beb6e17af1 + `7841b6a5b1` +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + `55907cc1de` + `789b5244a9` +
## `2a457d15d9` + d035af6ffa + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `12eda2d982` + `20f1afc5c7` + `0b846350ef` +
## ba54a2a637 + `7925993f42` + `0e2ab0831c` + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - fe8cdd80ba 1 0.327 3713.3 -19295
## - `173b6590ae` 1 0.365 3713.3 -19295
## - `2a457d15d9` 1 0.372 3713.4 -19295
## - `8a21502326` 1 0.374 3713.4 -19295
## - `7743f273c2` 1 0.379 3713.4 -19295
## - `7cb7913148_6` 1 0.381 3713.4 -19295
## - `6516422788` 1 0.415 3713.4 -19295
## - `98475257f7` 1 0.424 3713.4 -19295
## - `55907cc1de` 1 0.437 3713.4 -19294
## <none> 3713.0 -19294
## - `7cb7913148_3` 1 0.547 3713.5 -19294
## - `20f1afc5c7` 1 0.645 3713.6 -19294
## + `136c1727c3` 1 0.299 3712.7 -19293
## + aa69c802b6 1 0.274 3712.7 -19293
## + `2e874bc151` 1 0.268 3712.7 -19293
## + `96e6f0be58` 1 0.245 3712.7 -19293
## + `7cb7913148_5` 1 0.243 3712.7 -19293
## - `12eda2d982` 1 0.802 3713.8 -19293
## + `7cb7913148_7` 1 0.228 3712.8 -19293
## + c1b8ce2354 1 0.220 3712.8 -19293
## + `3eb53ae932` 1 0.220 3712.8 -19293
## + `9b6e0b36c2` 1 0.220 3712.8 -19293
## - `1fa099bb01` 1 0.863 3713.8 -19293
## + `7cb7913148_1` 1 0.149 3712.8 -19293
## + `04e7268385` 1 0.146 3712.8 -19293
## - `0b846350ef` 1 0.894 3713.9 -19293
## - `65aed7dc1f` 1 0.904 3713.9 -19293
## + ee2ac696ff 1 0.116 3712.9 -19293
## + b709f75447 1 0.108 3712.9 -19293
## + `3df2300fa2` 1 0.099 3712.9 -19293
## + `7cb7913148_2` 1 0.092 3712.9 -19293
## + dcfcbc2ea1 1 0.088 3712.9 -19292
## + `435dec85e2` 1 0.086 3712.9 -19292
## + d4d6566f9c 1 0.085 3712.9 -19292
## + e5efa4d39a 1 0.082 3712.9 -19292
## + fbf66c8021 1 0.072 3712.9 -19292
## - `789b5244a9` 1 0.965 3713.9 -19292
## - ffd1cdcfc1 1 0.968 3714.0 -19292
## + `4468394575` 1 0.066 3712.9 -19292
## + e0a0772df0 1 0.064 3712.9 -19292
## - ed7e658a27 1 0.973 3714.0 -19292
## + `4fc17427c8` 1 0.055 3712.9 -19292
## + `99d44111c9` 1 0.051 3712.9 -19292
## + c58f611921 1 0.051 3712.9 -19292
## + `072b7e8f27` 1 0.047 3712.9 -19292
## + `8311343404` 1 0.042 3712.9 -19292
## + ac826f0013 1 0.040 3712.9 -19292
## + `0342faceb5` 1 0.035 3712.9 -19292
## + b9a487ac3c 1 0.027 3713.0 -19292
## + `7734c0c22f` 1 0.026 3713.0 -19292
## + e7ee22effb 1 0.015 3713.0 -19292
## + `779d13189e` 1 0.014 3713.0 -19292
## + `55cf3f7627` 1 0.010 3713.0 -19292
## + `1f222e3669` 1 0.007 3713.0 -19292
## + fdf8628ca7 1 0.005 3713.0 -19292
## + `77b3b41efa` 1 0.004 3713.0 -19292
## + a24802caa5 1 0.004 3713.0 -19292
## + `7cb7913148_4` 1 0.001 3713.0 -19292
## - bdf934caa7 1 1.168 3714.2 -19292
## - `63bcf89b1d` 1 1.230 3714.2 -19291
## - `0e2ab0831c` 1 1.235 3714.2 -19291
## - `25bbf0e7e7` 1 1.435 3714.4 -19291
## - `56371466d7` 1 1.648 3714.6 -19290
## - ba54a2a637 1 1.668 3714.7 -19290
## - `7925993f42` 1 1.674 3714.7 -19290
## - fe0318e273 1 1.699 3714.7 -19290
## - f66b98dd69 1 1.722 3714.7 -19290
## - `2719b72c0d` 1 1.798 3714.8 -19289
## - ae08d2297e 1 2.036 3715.0 -19288
## - `96c30c7eef` 1 2.182 3715.2 -19288
## - `298ed82b22` 1 2.253 3715.2 -19288
## - `8de0382f02` 1 2.361 3715.3 -19287
## - b4112a94a6 1 2.362 3715.3 -19287
## - d035af6ffa 1 2.562 3715.5 -19286
## - `29bbd86997` 1 2.935 3715.9 -19285
## - `3e200bf766` 1 3.270 3716.3 -19284
## - `384bec5dd1_1` 1 3.369 3716.4 -19283
## - `60ec1426ce` 1 5.175 3718.2 -19276
## - `49756d8e0f` 1 5.190 3718.2 -19276
## - abca7a848f 1 5.546 3718.5 -19275
## - `253eb5ef11` 1 7.081 3720.1 -19269
## - `1f3058af83` 1 8.462 3721.4 -19264
## - `016399044a` 1 9.584 3722.6 -19259
## - c0c3df65b1 1 10.960 3723.9 -19254
## - f0a0febd35 1 12.624 3725.6 -19247
## - `087235d61e` 1 12.999 3726.0 -19246
## - `7fe6cb4c98` 1 16.140 3729.1 -19234
## - `2bc6ab42f7` 1 16.477 3729.5 -19233
## - f013b60e50 1 21.110 3734.1 -19215
## - `87b982928b` 1 26.755 3739.7 -19193
## - a14fd026ce 1 27.536 3740.5 -19190
## - `5f360995ef` 1 28.888 3741.9 -19185
## - ea0f4a32e3 1 41.015 3754.0 -19138
## - `174825d438` 1 48.662 3761.6 -19109
## - `8c2e088a3d` 1 50.363 3763.3 -19103
## - `2d7fe4693a` 1 53.281 3766.3 -19092
## - `8f5f7c556a` 1 69.386 3782.4 -19030
## - `7841b6a5b1` 1 86.858 3799.8 -18964
## - d2c775fa99 1 99.522 3812.5 -18916
## - beb6e17af1 1 122.180 3835.2 -18831
## - `5b862c0a8f` 1 144.868 3857.9 -18746
## - e86a2190c1 1 154.011 3867.0 -18712
## - `9a575e82a4_1` 1 155.232 3868.2 -18708
## - `6db53d265a` 1 173.266 3886.2 -18641
## - `06888ceac9_1` 1 179.378 3892.4 -18619
## - aee1e4fc85 1 206.919 3919.9 -18517
##
## Step: AIC=-19294.93
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_6` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## `6db53d265a` + `5b862c0a8f` + beb6e17af1 + `7841b6a5b1` +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + `55907cc1de` + `789b5244a9` +
## `2a457d15d9` + d035af6ffa + b4112a94a6 + `8de0382f02` + `173b6590ae` +
## `3e200bf766` + `12eda2d982` + `20f1afc5c7` + `0b846350ef` +
## ba54a2a637 + `7925993f42` + `0e2ab0831c` + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `173b6590ae` 1 0.361 3713.7 -19296
## - `8a21502326` 1 0.366 3713.7 -19296
## - `2a457d15d9` 1 0.368 3713.7 -19296
## - `7743f273c2` 1 0.381 3713.7 -19296
## - `7cb7913148_6` 1 0.386 3713.7 -19295
## - `6516422788` 1 0.412 3713.7 -19295
## - `98475257f7` 1 0.420 3713.7 -19295
## - `55907cc1de` 1 0.447 3713.8 -19295
## <none> 3713.3 -19295
## - `7cb7913148_3` 1 0.529 3713.8 -19295
## - `20f1afc5c7` 1 0.646 3714.0 -19294
## + fe8cdd80ba 1 0.327 3713.0 -19294
## + `136c1727c3` 1 0.304 3713.0 -19294
## + aa69c802b6 1 0.275 3713.0 -19294
## + `2e874bc151` 1 0.272 3713.0 -19294
## + `96e6f0be58` 1 0.249 3713.1 -19294
## - `12eda2d982` 1 0.797 3714.1 -19294
## + `7cb7913148_5` 1 0.235 3713.1 -19294
## + `7cb7913148_7` 1 0.225 3713.1 -19294
## + `9b6e0b36c2` 1 0.222 3713.1 -19294
## + c1b8ce2354 1 0.212 3713.1 -19294
## + `3eb53ae932` 1 0.212 3713.1 -19294
## - `1fa099bb01` 1 0.867 3714.2 -19294
## + `7cb7913148_1` 1 0.149 3713.2 -19294
## + `04e7268385` 1 0.142 3713.2 -19294
## - `0b846350ef` 1 0.899 3714.2 -19294
## - `65aed7dc1f` 1 0.900 3714.2 -19294
## + ee2ac696ff 1 0.112 3713.2 -19293
## + b709f75447 1 0.109 3713.2 -19293
## + `3df2300fa2` 1 0.102 3713.2 -19293
## + `7cb7913148_2` 1 0.090 3713.2 -19293
## + `435dec85e2` 1 0.087 3713.2 -19293
## + d4d6566f9c 1 0.087 3713.2 -19293
## + dcfcbc2ea1 1 0.086 3713.2 -19293
## - `789b5244a9` 1 0.952 3714.3 -19293
## + e5efa4d39a 1 0.080 3713.2 -19293
## + fbf66c8021 1 0.079 3713.2 -19293
## - ed7e658a27 1 0.960 3714.3 -19293
## - ffd1cdcfc1 1 0.962 3714.3 -19293
## + e0a0772df0 1 0.067 3713.2 -19293
## + `4468394575` 1 0.065 3713.2 -19293
## + `4fc17427c8` 1 0.059 3713.3 -19293
## + `99d44111c9` 1 0.052 3713.3 -19293
## + c58f611921 1 0.052 3713.3 -19293
## + `072b7e8f27` 1 0.046 3713.3 -19293
## + ac826f0013 1 0.041 3713.3 -19293
## + `8311343404` 1 0.040 3713.3 -19293
## + `0342faceb5` 1 0.035 3713.3 -19293
## + `7734c0c22f` 1 0.029 3713.3 -19293
## + b9a487ac3c 1 0.027 3713.3 -19293
## + e7ee22effb 1 0.013 3713.3 -19293
## + `55cf3f7627` 1 0.010 3713.3 -19293
## + `779d13189e` 1 0.009 3713.3 -19293
## + `1f222e3669` 1 0.007 3713.3 -19293
## + fdf8628ca7 1 0.005 3713.3 -19293
## + `77b3b41efa` 1 0.004 3713.3 -19293
## + a24802caa5 1 0.004 3713.3 -19293
## + `7cb7913148_4` 1 0.001 3713.3 -19293
## - bdf934caa7 1 1.158 3714.5 -19292
## - `0e2ab0831c` 1 1.230 3714.5 -19292
## - `63bcf89b1d` 1 1.236 3714.5 -19292
## - `25bbf0e7e7` 1 1.427 3714.7 -19291
## - `56371466d7` 1 1.643 3715.0 -19291
## - `7925993f42` 1 1.673 3715.0 -19290
## - ba54a2a637 1 1.682 3715.0 -19290
## - fe0318e273 1 1.686 3715.0 -19290
## - f66b98dd69 1 1.721 3715.0 -19290
## - `2719b72c0d` 1 1.797 3715.1 -19290
## - ae08d2297e 1 2.027 3715.3 -19289
## - `96c30c7eef` 1 2.182 3715.5 -19288
## - `298ed82b22` 1 2.225 3715.5 -19288
## - `8de0382f02` 1 2.366 3715.7 -19288
## - b4112a94a6 1 2.367 3715.7 -19288
## - d035af6ffa 1 2.588 3715.9 -19287
## - `29bbd86997` 1 2.936 3716.2 -19286
## - `3e200bf766` 1 3.279 3716.6 -19284
## - `384bec5dd1_1` 1 3.337 3716.6 -19284
## - `60ec1426ce` 1 5.170 3718.5 -19277
## - `49756d8e0f` 1 5.208 3718.5 -19277
## - abca7a848f 1 5.544 3718.9 -19276
## - `1f3058af83` 1 8.499 3721.8 -19264
## - `016399044a` 1 9.600 3722.9 -19260
## - c0c3df65b1 1 11.040 3724.4 -19254
## - f0a0febd35 1 12.559 3725.9 -19248
## - `087235d61e` 1 13.079 3726.4 -19246
## - `7fe6cb4c98` 1 16.159 3729.5 -19235
## - `2bc6ab42f7` 1 16.601 3729.9 -19233
## - f013b60e50 1 21.191 3734.5 -19215
## - `87b982928b` 1 26.819 3740.1 -19194
## - a14fd026ce 1 27.534 3740.8 -19191
## - `5f360995ef` 1 28.931 3742.2 -19186
## - ea0f4a32e3 1 41.055 3754.4 -19139
## - `174825d438` 1 48.617 3761.9 -19110
## - `8c2e088a3d` 1 50.410 3763.7 -19103
## - `2d7fe4693a` 1 53.366 3766.7 -19092
## - `8f5f7c556a` 1 69.327 3782.6 -19031
## - `7841b6a5b1` 1 86.925 3800.2 -18965
## - d2c775fa99 1 99.634 3812.9 -18917
## - beb6e17af1 1 122.456 3835.8 -18831
## - `5b862c0a8f` 1 144.827 3858.1 -18747
## - e86a2190c1 1 153.884 3867.2 -18714
## - `9a575e82a4_1` 1 155.114 3868.4 -18709
## - `6db53d265a` 1 173.111 3886.4 -18642
## - `06888ceac9_1` 1 179.555 3892.9 -18619
## - aee1e4fc85 1 206.854 3920.2 -18518
## - `253eb5ef11` 1 264.788 3978.1 -18308
##
## Step: AIC=-19295.54
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_6` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## `6db53d265a` + `5b862c0a8f` + beb6e17af1 + `7841b6a5b1` +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + `55907cc1de` + `789b5244a9` +
## `2a457d15d9` + d035af6ffa + b4112a94a6 + `8de0382f02` + `3e200bf766` +
## `12eda2d982` + `20f1afc5c7` + `0b846350ef` + ba54a2a637 +
## `7925993f42` + `0e2ab0831c` + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `2a457d15d9` 1 0.360 3714.0 -19296
## - `8a21502326` 1 0.361 3714.0 -19296
## - `7743f273c2` 1 0.372 3714.0 -19296
## - `7cb7913148_6` 1 0.390 3714.1 -19296
## - `6516422788` 1 0.410 3714.1 -19296
## - `98475257f7` 1 0.423 3714.1 -19296
## - `55907cc1de` 1 0.453 3714.1 -19296
## <none> 3713.7 -19296
## - `7cb7913148_3` 1 0.532 3714.2 -19296
## - `20f1afc5c7` 1 0.638 3714.3 -19295
## + `173b6590ae` 1 0.361 3713.3 -19295
## + fe8cdd80ba 1 0.323 3713.3 -19295
## + `136c1727c3` 1 0.304 3713.4 -19295
## + `2e874bc151` 1 0.281 3713.4 -19295
## + aa69c802b6 1 0.275 3713.4 -19295
## + `96e6f0be58` 1 0.243 3713.4 -19294
## + `7cb7913148_5` 1 0.234 3713.4 -19294
## - `12eda2d982` 1 0.802 3714.5 -19294
## + `9b6e0b36c2` 1 0.224 3713.4 -19294
## + `7cb7913148_7` 1 0.223 3713.4 -19294
## + c1b8ce2354 1 0.217 3713.5 -19294
## + `3eb53ae932` 1 0.217 3713.5 -19294
## - `1fa099bb01` 1 0.877 3714.5 -19294
## - `65aed7dc1f` 1 0.877 3714.5 -19294
## + `7cb7913148_1` 1 0.152 3713.5 -19294
## + `04e7268385` 1 0.143 3713.5 -19294
## - `0b846350ef` 1 0.903 3714.6 -19294
## + ee2ac696ff 1 0.110 3713.6 -19294
## + b709f75447 1 0.107 3713.6 -19294
## + `3df2300fa2` 1 0.099 3713.6 -19294
## + `7cb7913148_2` 1 0.099 3713.6 -19294
## - `789b5244a9` 1 0.941 3714.6 -19294
## + `435dec85e2` 1 0.087 3713.6 -19294
## + d4d6566f9c 1 0.087 3713.6 -19294
## - ed7e658a27 1 0.949 3714.6 -19294
## + dcfcbc2ea1 1 0.085 3713.6 -19294
## + e5efa4d39a 1 0.082 3713.6 -19294
## + fbf66c8021 1 0.079 3713.6 -19294
## + e0a0772df0 1 0.068 3713.6 -19294
## - ffd1cdcfc1 1 0.967 3714.6 -19294
## + `4468394575` 1 0.067 3713.6 -19294
## + `4fc17427c8` 1 0.060 3713.6 -19294
## + `99d44111c9` 1 0.054 3713.6 -19294
## + c58f611921 1 0.054 3713.6 -19294
## + `072b7e8f27` 1 0.047 3713.6 -19294
## + `8311343404` 1 0.042 3713.6 -19294
## + ac826f0013 1 0.040 3713.6 -19294
## + `0342faceb5` 1 0.033 3713.6 -19294
## + `7734c0c22f` 1 0.028 3713.6 -19294
## + b9a487ac3c 1 0.026 3713.6 -19294
## + e7ee22effb 1 0.015 3713.7 -19294
## + `55cf3f7627` 1 0.009 3713.7 -19294
## + `779d13189e` 1 0.009 3713.7 -19294
## + `1f222e3669` 1 0.007 3713.7 -19294
## + `77b3b41efa` 1 0.005 3713.7 -19294
## + fdf8628ca7 1 0.005 3713.7 -19294
## + a24802caa5 1 0.004 3713.7 -19294
## + `7cb7913148_4` 1 0.001 3713.7 -19294
## - bdf934caa7 1 1.161 3714.8 -19293
## - `63bcf89b1d` 1 1.231 3714.9 -19293
## - `0e2ab0831c` 1 1.236 3714.9 -19293
## - `25bbf0e7e7` 1 1.431 3715.1 -19292
## - `56371466d7` 1 1.619 3715.3 -19291
## - fe0318e273 1 1.670 3715.3 -19291
## - `7925993f42` 1 1.670 3715.3 -19291
## - ba54a2a637 1 1.691 3715.4 -19291
## - f66b98dd69 1 1.721 3715.4 -19291
## - `2719b72c0d` 1 1.797 3715.5 -19291
## - ae08d2297e 1 2.018 3715.7 -19290
## - `96c30c7eef` 1 2.167 3715.8 -19289
## - `298ed82b22` 1 2.251 3715.9 -19289
## - `8de0382f02` 1 2.364 3716.0 -19288
## - b4112a94a6 1 2.364 3716.0 -19288
## - d035af6ffa 1 2.575 3716.2 -19288
## - `29bbd86997` 1 2.944 3716.6 -19286
## - `3e200bf766` 1 3.278 3716.9 -19285
## - `384bec5dd1_1` 1 3.334 3717.0 -19285
## - `60ec1426ce` 1 5.199 3718.9 -19277
## - `49756d8e0f` 1 5.206 3718.9 -19277
## - abca7a848f 1 5.529 3719.2 -19276
## - `1f3058af83` 1 8.485 3722.2 -19265
## - `016399044a` 1 9.590 3723.3 -19260
## - c0c3df65b1 1 11.070 3724.7 -19255
## - f0a0febd35 1 12.567 3726.2 -19249
## - `087235d61e` 1 13.094 3726.8 -19247
## - `7fe6cb4c98` 1 16.210 3729.9 -19235
## - `2bc6ab42f7` 1 16.594 3730.3 -19234
## - f013b60e50 1 21.168 3734.8 -19216
## - `87b982928b` 1 26.795 3740.5 -19194
## - a14fd026ce 1 27.591 3741.3 -19191
## - `5f360995ef` 1 28.889 3742.6 -19186
## - ea0f4a32e3 1 41.142 3754.8 -19139
## - `174825d438` 1 48.631 3762.3 -19111
## - `8c2e088a3d` 1 50.361 3764.0 -19104
## - `2d7fe4693a` 1 53.349 3767.0 -19093
## - `8f5f7c556a` 1 69.246 3782.9 -19032
## - `7841b6a5b1` 1 87.003 3800.7 -18965
## - d2c775fa99 1 99.625 3813.3 -18917
## - beb6e17af1 1 122.535 3836.2 -18831
## - `5b862c0a8f` 1 145.012 3858.7 -18747
## - e86a2190c1 1 153.960 3867.6 -18714
## - `9a575e82a4_1` 1 154.853 3868.5 -18711
## - `6db53d265a` 1 173.017 3886.7 -18644
## - `06888ceac9_1` 1 179.505 3893.2 -18620
## - aee1e4fc85 1 206.700 3920.4 -18520
## - `253eb5ef11` 1 264.673 3978.3 -18309
##
## Step: AIC=-19296.14
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_6` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + `8a21502326` + e86a2190c1 + ed7e658a27 + `253eb5ef11` +
## `6db53d265a` + `5b862c0a8f` + beb6e17af1 + `7841b6a5b1` +
## d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` + `174825d438` +
## `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` + f013b60e50 + `7fe6cb4c98` +
## `087235d61e` + `87b982928b` + a14fd026ce + `2bc6ab42f7` +
## c0c3df65b1 + `016399044a` + `1f3058af83` + `98475257f7` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + `55907cc1de` + `789b5244a9` +
## d035af6ffa + b4112a94a6 + `8de0382f02` + `3e200bf766` + `12eda2d982` +
## `20f1afc5c7` + `0b846350ef` + ba54a2a637 + `7925993f42` +
## `0e2ab0831c` + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `8a21502326` 1 0.362 3714.4 -19297
## - `7743f273c2` 1 0.373 3714.4 -19297
## - `7cb7913148_6` 1 0.381 3714.4 -19297
## - `6516422788` 1 0.409 3714.4 -19297
## - `98475257f7` 1 0.431 3714.5 -19296
## - `55907cc1de` 1 0.448 3714.5 -19296
## <none> 3714.0 -19296
## - `7cb7913148_3` 1 0.534 3714.6 -19296
## - `20f1afc5c7` 1 0.628 3714.7 -19296
## + `2a457d15d9` 1 0.360 3713.7 -19296
## + `173b6590ae` 1 0.353 3713.7 -19296
## + fe8cdd80ba 1 0.319 3713.7 -19295
## + `136c1727c3` 1 0.311 3713.7 -19295
## + `2e874bc151` 1 0.286 3713.7 -19295
## + aa69c802b6 1 0.271 3713.8 -19295
## + `96e6f0be58` 1 0.234 3713.8 -19295
## + `7cb7913148_5` 1 0.231 3713.8 -19295
## - `12eda2d982` 1 0.807 3714.8 -19295
## + `7cb7913148_7` 1 0.225 3713.8 -19295
## + `9b6e0b36c2` 1 0.220 3713.8 -19295
## + c1b8ce2354 1 0.219 3713.8 -19295
## + `3eb53ae932` 1 0.219 3713.8 -19295
## - `1fa099bb01` 1 0.873 3714.9 -19295
## + `7cb7913148_1` 1 0.154 3713.9 -19295
## - `65aed7dc1f` 1 0.882 3714.9 -19295
## + `04e7268385` 1 0.141 3713.9 -19295
## - `0b846350ef` 1 0.898 3714.9 -19295
## + ee2ac696ff 1 0.107 3713.9 -19295
## + b709f75447 1 0.106 3713.9 -19295
## + `7cb7913148_2` 1 0.101 3713.9 -19294
## - `789b5244a9` 1 0.939 3715.0 -19294
## + `3df2300fa2` 1 0.094 3713.9 -19294
## - ed7e658a27 1 0.948 3715.0 -19294
## + dcfcbc2ea1 1 0.086 3713.9 -19294
## + fbf66c8021 1 0.083 3713.9 -19294
## + `435dec85e2` 1 0.083 3713.9 -19294
## - ffd1cdcfc1 1 0.952 3715.0 -19294
## + d4d6566f9c 1 0.082 3713.9 -19294
## + e5efa4d39a 1 0.080 3714.0 -19294
## + `4468394575` 1 0.069 3714.0 -19294
## + e0a0772df0 1 0.069 3714.0 -19294
## + `99d44111c9` 1 0.061 3714.0 -19294
## + c58f611921 1 0.061 3714.0 -19294
## + `4fc17427c8` 1 0.058 3714.0 -19294
## + `072b7e8f27` 1 0.045 3714.0 -19294
## + `8311343404` 1 0.042 3714.0 -19294
## + ac826f0013 1 0.041 3714.0 -19294
## + `0342faceb5` 1 0.033 3714.0 -19294
## + `7734c0c22f` 1 0.028 3714.0 -19294
## + b9a487ac3c 1 0.027 3714.0 -19294
## + e7ee22effb 1 0.014 3714.0 -19294
## + `55cf3f7627` 1 0.008 3714.0 -19294
## + `779d13189e` 1 0.008 3714.0 -19294
## + `1f222e3669` 1 0.007 3714.0 -19294
## + `77b3b41efa` 1 0.005 3714.0 -19294
## + fdf8628ca7 1 0.005 3714.0 -19294
## + a24802caa5 1 0.003 3714.0 -19294
## + `7cb7913148_4` 1 0.001 3714.0 -19294
## - bdf934caa7 1 1.173 3715.2 -19294
## - `63bcf89b1d` 1 1.219 3715.3 -19293
## - `0e2ab0831c` 1 1.234 3715.3 -19293
## - `25bbf0e7e7` 1 1.429 3715.5 -19293
## - `56371466d7` 1 1.624 3715.7 -19292
## - fe0318e273 1 1.673 3715.7 -19292
## - `7925993f42` 1 1.686 3715.7 -19292
## - f66b98dd69 1 1.702 3715.7 -19292
## - ba54a2a637 1 1.708 3715.7 -19292
## - `2719b72c0d` 1 1.778 3715.8 -19291
## - ae08d2297e 1 2.026 3716.1 -19290
## - `96c30c7eef` 1 2.142 3716.2 -19290
## - `298ed82b22` 1 2.270 3716.3 -19289
## - `8de0382f02` 1 2.385 3716.4 -19289
## - b4112a94a6 1 2.385 3716.4 -19289
## - d035af6ffa 1 2.614 3716.6 -19288
## - `29bbd86997` 1 2.934 3717.0 -19287
## - `3e200bf766` 1 3.295 3717.3 -19285
## - `384bec5dd1_1` 1 3.324 3717.4 -19285
## - `60ec1426ce` 1 5.185 3719.2 -19278
## - `49756d8e0f` 1 5.215 3719.2 -19278
## - abca7a848f 1 5.557 3719.6 -19277
## - `1f3058af83` 1 8.524 3722.6 -19265
## - `016399044a` 1 9.570 3723.6 -19261
## - c0c3df65b1 1 11.047 3725.1 -19256
## - f0a0febd35 1 12.579 3726.6 -19250
## - `087235d61e` 1 13.086 3727.1 -19248
## - `7fe6cb4c98` 1 16.203 3730.2 -19236
## - `2bc6ab42f7` 1 16.577 3730.6 -19234
## - f013b60e50 1 21.127 3735.2 -19217
## - `87b982928b` 1 26.761 3740.8 -19195
## - a14fd026ce 1 27.555 3741.6 -19192
## - `5f360995ef` 1 28.907 3742.9 -19187
## - ea0f4a32e3 1 41.066 3755.1 -19140
## - `174825d438` 1 48.622 3762.7 -19111
## - `8c2e088a3d` 1 50.215 3764.2 -19105
## - `2d7fe4693a` 1 53.361 3767.4 -19093
## - `8f5f7c556a` 1 69.158 3783.2 -19033
## - `7841b6a5b1` 1 86.914 3800.9 -18966
## - d2c775fa99 1 99.835 3813.9 -18917
## - beb6e17af1 1 122.614 3836.6 -18832
## - `5b862c0a8f` 1 144.944 3859.0 -18748
## - e86a2190c1 1 154.044 3868.1 -18714
## - `9a575e82a4_1` 1 154.893 3868.9 -18711
## - `6db53d265a` 1 172.898 3886.9 -18645
## - `06888ceac9_1` 1 179.346 3893.4 -18621
## - aee1e4fc85 1 206.817 3920.8 -18520
## - `253eb5ef11` 1 264.543 3978.6 -18310
##
## Step: AIC=-19296.74
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_6` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `98475257f7` + `65aed7dc1f` + fe0318e273 +
## `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 +
## `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `789b5244a9` + d035af6ffa +
## b4112a94a6 + `8de0382f02` + `3e200bf766` + `12eda2d982` +
## `20f1afc5c7` + `0b846350ef` + ba54a2a637 + `7925993f42` +
## `0e2ab0831c` + `7743f273c2`
##
## Df Sum of Sq RSS AIC
## - `7743f273c2` 1 0.371 3714.8 -19297
## - `7cb7913148_6` 1 0.377 3714.8 -19297
## - `98475257f7` 1 0.433 3714.8 -19297
## - `6516422788` 1 0.445 3714.8 -19297
## - `55907cc1de` 1 0.460 3714.9 -19297
## <none> 3714.4 -19297
## - `7cb7913148_3` 1 0.528 3714.9 -19297
## - `20f1afc5c7` 1 0.633 3715.0 -19296
## + `8a21502326` 1 0.362 3714.0 -19296
## + `2a457d15d9` 1 0.361 3714.0 -19296
## + `173b6590ae` 1 0.348 3714.0 -19296
## + `136c1727c3` 1 0.318 3714.1 -19296
## + fe8cdd80ba 1 0.311 3714.1 -19296
## + aa69c802b6 1 0.274 3714.1 -19296
## + `2e874bc151` 1 0.272 3714.1 -19296
## - `12eda2d982` 1 0.797 3715.2 -19296
## + `96e6f0be58` 1 0.238 3714.2 -19296
## + `7cb7913148_5` 1 0.230 3714.2 -19296
## + `7cb7913148_7` 1 0.224 3714.2 -19296
## + `9b6e0b36c2` 1 0.215 3714.2 -19296
## + c1b8ce2354 1 0.192 3714.2 -19296
## + `3eb53ae932` 1 0.192 3714.2 -19296
## - `1fa099bb01` 1 0.855 3715.2 -19295
## - `65aed7dc1f` 1 0.876 3715.3 -19295
## + `7cb7913148_1` 1 0.152 3714.2 -19295
## - `0b846350ef` 1 0.892 3715.3 -19295
## + `04e7268385` 1 0.141 3714.3 -19295
## + ee2ac696ff 1 0.108 3714.3 -19295
## + b709f75447 1 0.105 3714.3 -19295
## + `7cb7913148_2` 1 0.099 3714.3 -19295
## + `3df2300fa2` 1 0.096 3714.3 -19295
## - ffd1cdcfc1 1 0.947 3715.3 -19295
## + `435dec85e2` 1 0.084 3714.3 -19295
## + d4d6566f9c 1 0.084 3714.3 -19295
## + dcfcbc2ea1 1 0.082 3714.3 -19295
## + fbf66c8021 1 0.081 3714.3 -19295
## + e5efa4d39a 1 0.076 3714.3 -19295
## + e0a0772df0 1 0.070 3714.3 -19295
## + `4468394575` 1 0.066 3714.3 -19295
## + `99d44111c9` 1 0.063 3714.3 -19295
## + c58f611921 1 0.063 3714.3 -19295
## + `4fc17427c8` 1 0.055 3714.3 -19295
## + `072b7e8f27` 1 0.049 3714.3 -19295
## + `8311343404` 1 0.040 3714.4 -19295
## + ac826f0013 1 0.036 3714.4 -19295
## + `0342faceb5` 1 0.030 3714.4 -19295
## + b9a487ac3c 1 0.028 3714.4 -19295
## + `7734c0c22f` 1 0.027 3714.4 -19295
## + e7ee22effb 1 0.015 3714.4 -19295
## + `779d13189e` 1 0.008 3714.4 -19295
## + `55cf3f7627` 1 0.007 3714.4 -19295
## + `1f222e3669` 1 0.006 3714.4 -19295
## + `77b3b41efa` 1 0.005 3714.4 -19295
## + fdf8628ca7 1 0.005 3714.4 -19295
## + a24802caa5 1 0.003 3714.4 -19295
## + `7cb7913148_4` 1 0.001 3714.4 -19295
## - bdf934caa7 1 1.168 3715.6 -19294
## - `63bcf89b1d` 1 1.212 3715.6 -19294
## - `0e2ab0831c` 1 1.245 3715.6 -19294
## - `25bbf0e7e7` 1 1.440 3715.8 -19293
## - `56371466d7` 1 1.642 3716.0 -19292
## - fe0318e273 1 1.658 3716.1 -19292
## - `7925993f42` 1 1.668 3716.1 -19292
## - ba54a2a637 1 1.697 3716.1 -19292
## - f66b98dd69 1 1.815 3716.2 -19292
## - `2719b72c0d` 1 1.894 3716.3 -19291
## - ae08d2297e 1 2.000 3716.4 -19291
## - `298ed82b22` 1 2.267 3716.7 -19290
## - `8de0382f02` 1 2.369 3716.8 -19290
## - b4112a94a6 1 2.369 3716.8 -19290
## - d035af6ffa 1 2.597 3717.0 -19289
## - `96c30c7eef` 1 2.631 3717.0 -19289
## - `29bbd86997` 1 2.945 3717.3 -19287
## - `789b5244a9` 1 3.307 3717.7 -19286
## - `384bec5dd1_1` 1 3.312 3717.7 -19286
## - `3e200bf766` 1 3.325 3717.7 -19286
## - ed7e658a27 1 3.391 3717.8 -19286
## - `49756d8e0f` 1 5.186 3719.6 -19279
## - `60ec1426ce` 1 5.190 3719.6 -19279
## - abca7a848f 1 5.576 3720.0 -19277
## - `1f3058af83` 1 8.566 3723.0 -19266
## - `016399044a` 1 9.606 3724.0 -19262
## - c0c3df65b1 1 11.001 3725.4 -19256
## - f0a0febd35 1 12.621 3727.0 -19250
## - `087235d61e` 1 13.045 3727.4 -19248
## - `7fe6cb4c98` 1 16.200 3730.6 -19236
## - `2bc6ab42f7` 1 16.620 3731.0 -19235
## - f013b60e50 1 21.122 3735.5 -19217
## - `87b982928b` 1 26.750 3741.1 -19196
## - a14fd026ce 1 27.619 3742.0 -19192
## - `5f360995ef` 1 28.920 3743.3 -19187
## - ea0f4a32e3 1 41.114 3755.5 -19141
## - `174825d438` 1 48.663 3763.1 -19112
## - `8c2e088a3d` 1 50.286 3764.7 -19106
## - `2d7fe4693a` 1 53.401 3767.8 -19094
## - `8f5f7c556a` 1 69.145 3783.5 -19034
## - `7841b6a5b1` 1 86.871 3801.3 -18967
## - d2c775fa99 1 99.799 3814.2 -18918
## - beb6e17af1 1 122.686 3837.1 -18832
## - `5b862c0a8f` 1 144.997 3859.4 -18749
## - e86a2190c1 1 153.918 3868.3 -18716
## - `9a575e82a4_1` 1 154.772 3869.2 -18712
## - `6db53d265a` 1 173.067 3887.5 -18645
## - `06888ceac9_1` 1 179.792 3894.2 -18620
## - aee1e4fc85 1 206.723 3921.1 -18521
## - `253eb5ef11` 1 264.753 3979.1 -18310
##
## Step: AIC=-19297.31
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `7cb7913148_6` +
## `9a575e82a4_1` + `2719b72c0d` + f66b98dd69 + aee1e4fc85 +
## `96c30c7eef` + e86a2190c1 + ed7e658a27 + `253eb5ef11` + `6db53d265a` +
## `5b862c0a8f` + beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` +
## `2d7fe4693a` + `174825d438` + `8f5f7c556a` + ea0f4a32e3 +
## `5f360995ef` + f013b60e50 + `7fe6cb4c98` + `087235d61e` +
## `87b982928b` + a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` +
## `1f3058af83` + `98475257f7` + `65aed7dc1f` + fe0318e273 +
## `56371466d7` + f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 +
## `6516422788` + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `55907cc1de` + `789b5244a9` + d035af6ffa +
## b4112a94a6 + `8de0382f02` + `3e200bf766` + `12eda2d982` +
## `20f1afc5c7` + `0b846350ef` + ba54a2a637 + `7925993f42` +
## `0e2ab0831c`
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_6` 1 0.388 3715.2 -19298
## - `98475257f7` 1 0.433 3715.2 -19298
## - `6516422788` 1 0.440 3715.2 -19298
## - `55907cc1de` 1 0.456 3715.2 -19298
## <none> 3714.8 -19297
## - `7cb7913148_3` 1 0.520 3715.3 -19297
## - `20f1afc5c7` 1 0.630 3715.4 -19297
## + `7743f273c2` 1 0.371 3714.4 -19297
## + `2a457d15d9` 1 0.363 3714.4 -19297
## + `8a21502326` 1 0.359 3714.4 -19297
## + `173b6590ae` 1 0.339 3714.4 -19297
## + `136c1727c3` 1 0.317 3714.4 -19296
## + fe8cdd80ba 1 0.313 3714.5 -19296
## + `2e874bc151` 1 0.275 3714.5 -19296
## + aa69c802b6 1 0.272 3714.5 -19296
## + `96e6f0be58` 1 0.241 3714.5 -19296
## - `12eda2d982` 1 0.802 3715.6 -19296
## + `7cb7913148_5` 1 0.232 3714.5 -19296
## + `7cb7913148_7` 1 0.223 3714.5 -19296
## + `9b6e0b36c2` 1 0.217 3714.5 -19296
## + c1b8ce2354 1 0.198 3714.6 -19296
## + `3eb53ae932` 1 0.198 3714.6 -19296
## - `1fa099bb01` 1 0.862 3715.6 -19296
## - `65aed7dc1f` 1 0.878 3715.6 -19296
## + `7cb7913148_1` 1 0.153 3714.6 -19296
## - `0b846350ef` 1 0.886 3715.7 -19296
## + `04e7268385` 1 0.138 3714.6 -19296
## + ee2ac696ff 1 0.108 3714.7 -19296
## + b709f75447 1 0.105 3714.7 -19296
## + `7cb7913148_2` 1 0.099 3714.7 -19296
## + `3df2300fa2` 1 0.098 3714.7 -19296
## - ffd1cdcfc1 1 0.948 3715.7 -19296
## + `435dec85e2` 1 0.084 3714.7 -19296
## + d4d6566f9c 1 0.084 3714.7 -19296
## + dcfcbc2ea1 1 0.084 3714.7 -19296
## + fbf66c8021 1 0.082 3714.7 -19296
## + e5efa4d39a 1 0.071 3714.7 -19296
## + e0a0772df0 1 0.070 3714.7 -19296
## + `4468394575` 1 0.068 3714.7 -19296
## + `99d44111c9` 1 0.062 3714.7 -19296
## + c58f611921 1 0.062 3714.7 -19296
## + `4fc17427c8` 1 0.051 3714.7 -19296
## + `072b7e8f27` 1 0.051 3714.7 -19296
## + `8311343404` 1 0.040 3714.7 -19296
## + ac826f0013 1 0.035 3714.7 -19295
## + `0342faceb5` 1 0.032 3714.7 -19295
## + b9a487ac3c 1 0.028 3714.7 -19295
## + `7734c0c22f` 1 0.024 3714.7 -19295
## + e7ee22effb 1 0.015 3714.8 -19295
## + `779d13189e` 1 0.008 3714.8 -19295
## + `55cf3f7627` 1 0.006 3714.8 -19295
## + `1f222e3669` 1 0.005 3714.8 -19295
## + `77b3b41efa` 1 0.005 3714.8 -19295
## + fdf8628ca7 1 0.004 3714.8 -19295
## + a24802caa5 1 0.003 3714.8 -19295
## + `7cb7913148_4` 1 0.001 3714.8 -19295
## - bdf934caa7 1 1.175 3715.9 -19295
## - `63bcf89b1d` 1 1.217 3716.0 -19295
## - `0e2ab0831c` 1 1.265 3716.0 -19294
## - `25bbf0e7e7` 1 1.431 3716.2 -19294
## - `56371466d7` 1 1.657 3716.4 -19293
## - `7925993f42` 1 1.657 3716.4 -19293
## - fe0318e273 1 1.663 3716.4 -19293
## - ba54a2a637 1 1.712 3716.5 -19293
## - f66b98dd69 1 1.802 3716.6 -19292
## - `2719b72c0d` 1 1.880 3716.6 -19292
## - ae08d2297e 1 2.018 3716.8 -19292
## - `298ed82b22` 1 2.257 3717.0 -19291
## - `8de0382f02` 1 2.370 3717.1 -19290
## - b4112a94a6 1 2.371 3717.1 -19290
## - d035af6ffa 1 2.597 3717.4 -19289
## - `96c30c7eef` 1 2.597 3717.4 -19289
## - `29bbd86997` 1 2.934 3717.7 -19288
## - `789b5244a9` 1 3.268 3718.0 -19287
## - `384bec5dd1_1` 1 3.281 3718.0 -19287
## - `3e200bf766` 1 3.316 3718.1 -19286
## - ed7e658a27 1 3.353 3718.1 -19286
## - `60ec1426ce` 1 5.176 3719.9 -19279
## - `49756d8e0f` 1 5.183 3719.9 -19279
## - abca7a848f 1 5.605 3720.4 -19278
## - `1f3058af83` 1 8.581 3723.3 -19266
## - `016399044a` 1 9.623 3724.4 -19262
## - c0c3df65b1 1 11.018 3725.8 -19257
## - f0a0febd35 1 12.654 3727.4 -19250
## - `087235d61e` 1 13.022 3727.8 -19249
## - `7fe6cb4c98` 1 16.193 3731.0 -19237
## - `2bc6ab42f7` 1 16.690 3731.5 -19235
## - f013b60e50 1 21.207 3736.0 -19218
## - `87b982928b` 1 26.674 3741.4 -19197
## - a14fd026ce 1 27.639 3742.4 -19193
## - `5f360995ef` 1 28.817 3743.6 -19188
## - ea0f4a32e3 1 41.030 3755.8 -19142
## - `174825d438` 1 48.550 3763.3 -19113
## - `8c2e088a3d` 1 50.225 3765.0 -19106
## - `2d7fe4693a` 1 53.424 3768.2 -19094
## - `8f5f7c556a` 1 69.189 3784.0 -19034
## - `7841b6a5b1` 1 87.061 3801.8 -18967
## - d2c775fa99 1 100.012 3814.8 -18918
## - beb6e17af1 1 122.680 3837.4 -18833
## - `5b862c0a8f` 1 145.028 3859.8 -18749
## - e86a2190c1 1 154.338 3869.1 -18715
## - `9a575e82a4_1` 1 154.870 3869.6 -18713
## - `6db53d265a` 1 173.293 3888.1 -18644
## - `06888ceac9_1` 1 180.047 3894.8 -18620
## - aee1e4fc85 1 206.750 3921.5 -18521
## - `253eb5ef11` 1 265.050 3979.8 -18310
##
## Step: AIC=-19297.81
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `98475257f7` + `65aed7dc1f` + fe0318e273 + `56371466d7` +
## f0a0febd35 + `60ec1426ce` + ae08d2297e + bdf934caa7 + `6516422788` +
## ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` + `1fa099bb01` +
## `298ed82b22` + `25bbf0e7e7` + abca7a848f + `29bbd86997` +
## `55907cc1de` + `789b5244a9` + d035af6ffa + b4112a94a6 + `8de0382f02` +
## `3e200bf766` + `12eda2d982` + `20f1afc5c7` + `0b846350ef` +
## ba54a2a637 + `7925993f42` + `0e2ab0831c`
##
## Df Sum of Sq RSS AIC
## - `98475257f7` 1 0.438 3715.6 -19298
## - `6516422788` 1 0.438 3715.6 -19298
## - `55907cc1de` 1 0.444 3715.6 -19298
## <none> 3715.2 -19298
## - `7cb7913148_3` 1 0.527 3715.7 -19298
## - `20f1afc5c7` 1 0.622 3715.8 -19297
## + `7cb7913148_6` 1 0.388 3714.8 -19297
## + `7743f273c2` 1 0.382 3714.8 -19297
## + `8a21502326` 1 0.356 3714.8 -19297
## + `2a457d15d9` 1 0.354 3714.8 -19297
## + `173b6590ae` 1 0.343 3714.8 -19297
## + `136c1727c3` 1 0.324 3714.8 -19297
## + fe8cdd80ba 1 0.318 3714.8 -19297
## + aa69c802b6 1 0.272 3714.9 -19297
## + `2e874bc151` 1 0.266 3714.9 -19297
## + `96e6f0be58` 1 0.250 3714.9 -19297
## + `7cb7913148_5` 1 0.233 3714.9 -19297
## + `7cb7913148_7` 1 0.223 3714.9 -19297
## - `12eda2d982` 1 0.812 3716.0 -19297
## + `9b6e0b36c2` 1 0.217 3714.9 -19297
## + c1b8ce2354 1 0.199 3715.0 -19297
## + `3eb53ae932` 1 0.199 3715.0 -19297
## - `1fa099bb01` 1 0.844 3716.0 -19296
## + `7cb7913148_1` 1 0.163 3715.0 -19296
## - `65aed7dc1f` 1 0.872 3716.0 -19296
## - `0b846350ef` 1 0.886 3716.0 -19296
## + `04e7268385` 1 0.139 3715.0 -19296
## + ee2ac696ff 1 0.106 3715.0 -19296
## + `7cb7913148_2` 1 0.105 3715.0 -19296
## + b709f75447 1 0.105 3715.0 -19296
## + `3df2300fa2` 1 0.103 3715.1 -19296
## - ffd1cdcfc1 1 0.945 3716.1 -19296
## + dcfcbc2ea1 1 0.087 3715.1 -19296
## + `435dec85e2` 1 0.086 3715.1 -19296
## + d4d6566f9c 1 0.086 3715.1 -19296
## + fbf66c8021 1 0.084 3715.1 -19296
## + e5efa4d39a 1 0.071 3715.1 -19296
## + e0a0772df0 1 0.071 3715.1 -19296
## + `4468394575` 1 0.064 3715.1 -19296
## + `99d44111c9` 1 0.062 3715.1 -19296
## + c58f611921 1 0.062 3715.1 -19296
## + `072b7e8f27` 1 0.052 3715.1 -19296
## + `4fc17427c8` 1 0.051 3715.1 -19296
## + `8311343404` 1 0.035 3715.1 -19296
## + ac826f0013 1 0.035 3715.1 -19296
## + `0342faceb5` 1 0.032 3715.1 -19296
## + b9a487ac3c 1 0.030 3715.1 -19296
## + `7734c0c22f` 1 0.025 3715.1 -19296
## + e7ee22effb 1 0.012 3715.1 -19296
## + `55cf3f7627` 1 0.008 3715.1 -19296
## + `779d13189e` 1 0.008 3715.1 -19296
## + `1f222e3669` 1 0.005 3715.1 -19296
## + fdf8628ca7 1 0.004 3715.1 -19296
## + `77b3b41efa` 1 0.004 3715.1 -19296
## + a24802caa5 1 0.003 3715.2 -19296
## + `7cb7913148_4` 1 0.001 3715.2 -19296
## - bdf934caa7 1 1.163 3716.3 -19295
## - `63bcf89b1d` 1 1.204 3716.4 -19295
## - `0e2ab0831c` 1 1.267 3716.4 -19295
## - `25bbf0e7e7` 1 1.429 3716.6 -19294
## - `56371466d7` 1 1.654 3716.8 -19293
## - fe0318e273 1 1.657 3716.8 -19293
## - `7925993f42` 1 1.658 3716.8 -19293
## - ba54a2a637 1 1.712 3716.9 -19293
## - f66b98dd69 1 1.782 3716.9 -19293
## - `2719b72c0d` 1 1.860 3717.0 -19293
## - ae08d2297e 1 1.998 3717.2 -19292
## - `298ed82b22` 1 2.233 3717.4 -19291
## - `8de0382f02` 1 2.381 3717.5 -19291
## - b4112a94a6 1 2.382 3717.5 -19291
## - d035af6ffa 1 2.569 3717.7 -19290
## - `96c30c7eef` 1 2.605 3717.8 -19290
## - `29bbd86997` 1 2.930 3718.1 -19288
## - `384bec5dd1_1` 1 3.260 3718.4 -19287
## - `789b5244a9` 1 3.275 3718.4 -19287
## - `3e200bf766` 1 3.344 3718.5 -19287
## - ed7e658a27 1 3.361 3718.5 -19287
## - `60ec1426ce` 1 5.187 3720.3 -19280
## - `49756d8e0f` 1 5.198 3720.4 -19280
## - abca7a848f 1 5.617 3720.8 -19278
## - `1f3058af83` 1 8.618 3723.8 -19266
## - `016399044a` 1 9.573 3724.7 -19263
## - c0c3df65b1 1 10.973 3726.1 -19257
## - f0a0febd35 1 12.634 3727.8 -19251
## - `087235d61e` 1 13.007 3728.2 -19250
## - `7fe6cb4c98` 1 16.164 3731.3 -19238
## - `2bc6ab42f7` 1 16.736 3731.9 -19235
## - f013b60e50 1 21.176 3736.3 -19218
## - `87b982928b` 1 26.685 3741.8 -19197
## - a14fd026ce 1 27.642 3742.8 -19193
## - `5f360995ef` 1 28.857 3744.0 -19189
## - ea0f4a32e3 1 40.962 3756.1 -19142
## - `174825d438` 1 48.602 3763.8 -19113
## - `8c2e088a3d` 1 50.167 3765.3 -19107
## - `2d7fe4693a` 1 53.326 3768.5 -19095
## - `8f5f7c556a` 1 69.216 3784.4 -19035
## - `7841b6a5b1` 1 87.043 3802.2 -18967
## - d2c775fa99 1 99.862 3815.0 -18919
## - beb6e17af1 1 122.608 3837.8 -18834
## - `5b862c0a8f` 1 144.996 3860.1 -18750
## - e86a2190c1 1 154.384 3869.5 -18715
## - `9a575e82a4_1` 1 154.803 3870.0 -18714
## - `6db53d265a` 1 173.215 3888.4 -18645
## - `06888ceac9_1` 1 180.011 3895.2 -18620
## - aee1e4fc85 1 206.756 3921.9 -18522
## - `253eb5ef11` 1 264.779 3979.9 -18311
##
## Step: AIC=-19298.12
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + `55907cc1de` + `789b5244a9` +
## d035af6ffa + b4112a94a6 + `8de0382f02` + `3e200bf766` + `12eda2d982` +
## `20f1afc5c7` + `0b846350ef` + ba54a2a637 + `7925993f42` +
## `0e2ab0831c`
##
## Df Sum of Sq RSS AIC
## - `55907cc1de` 1 0.440 3716.0 -19298
## - `6516422788` 1 0.444 3716.0 -19298
## - `7cb7913148_3` 1 0.514 3716.1 -19298
## <none> 3715.6 -19298
## + `98475257f7` 1 0.438 3715.2 -19298
## - `20f1afc5c7` 1 0.631 3716.2 -19298
## + `7cb7913148_6` 1 0.393 3715.2 -19298
## + `7743f273c2` 1 0.383 3715.2 -19298
## + `2a457d15d9` 1 0.361 3715.2 -19298
## + `8a21502326` 1 0.358 3715.2 -19298
## + `173b6590ae` 1 0.346 3715.2 -19298
## + `136c1727c3` 1 0.322 3715.3 -19297
## + fe8cdd80ba 1 0.314 3715.3 -19297
## + aa69c802b6 1 0.271 3715.3 -19297
## + `2e874bc151` 1 0.268 3715.3 -19297
## + `96e6f0be58` 1 0.253 3715.3 -19297
## - `12eda2d982` 1 0.805 3716.4 -19297
## + `7cb7913148_5` 1 0.223 3715.4 -19297
## + `7cb7913148_7` 1 0.220 3715.4 -19297
## + `9b6e0b36c2` 1 0.220 3715.4 -19297
## - `1fa099bb01` 1 0.835 3716.4 -19297
## + c1b8ce2354 1 0.199 3715.4 -19297
## + `3eb53ae932` 1 0.199 3715.4 -19297
## - `65aed7dc1f` 1 0.870 3716.5 -19297
## + `7cb7913148_1` 1 0.165 3715.4 -19297
## - `0b846350ef` 1 0.878 3716.5 -19297
## + `04e7268385` 1 0.138 3715.5 -19297
## + ee2ac696ff 1 0.114 3715.5 -19297
## + b709f75447 1 0.109 3715.5 -19296
## + `7cb7913148_2` 1 0.106 3715.5 -19296
## + `3df2300fa2` 1 0.106 3715.5 -19296
## - ffd1cdcfc1 1 0.932 3716.5 -19296
## + dcfcbc2ea1 1 0.089 3715.5 -19296
## + `435dec85e2` 1 0.085 3715.5 -19296
## + d4d6566f9c 1 0.085 3715.5 -19296
## + fbf66c8021 1 0.082 3715.5 -19296
## + e0a0772df0 1 0.072 3715.5 -19296
## + e5efa4d39a 1 0.068 3715.5 -19296
## + `4468394575` 1 0.067 3715.5 -19296
## + `99d44111c9` 1 0.062 3715.5 -19296
## + c58f611921 1 0.062 3715.5 -19296
## + `072b7e8f27` 1 0.053 3715.5 -19296
## + `4fc17427c8` 1 0.051 3715.5 -19296
## + `8311343404` 1 0.041 3715.5 -19296
## + ac826f0013 1 0.038 3715.6 -19296
## + `0342faceb5` 1 0.029 3715.6 -19296
## + b9a487ac3c 1 0.028 3715.6 -19296
## + `7734c0c22f` 1 0.027 3715.6 -19296
## + e7ee22effb 1 0.012 3715.6 -19296
## + `55cf3f7627` 1 0.009 3715.6 -19296
## + `779d13189e` 1 0.008 3715.6 -19296
## + `1f222e3669` 1 0.006 3715.6 -19296
## + fdf8628ca7 1 0.005 3715.6 -19296
## + `77b3b41efa` 1 0.004 3715.6 -19296
## + a24802caa5 1 0.002 3715.6 -19296
## + `7cb7913148_4` 1 0.001 3715.6 -19296
## - bdf934caa7 1 1.157 3716.7 -19296
## - `63bcf89b1d` 1 1.199 3716.8 -19296
## - `0e2ab0831c` 1 1.259 3716.8 -19295
## - `25bbf0e7e7` 1 1.438 3717.0 -19295
## - fe0318e273 1 1.642 3717.2 -19294
## - `56371466d7` 1 1.649 3717.2 -19294
## - `7925993f42` 1 1.677 3717.3 -19294
## - ba54a2a637 1 1.719 3717.3 -19294
## - f66b98dd69 1 1.783 3717.4 -19293
## - `2719b72c0d` 1 1.861 3717.5 -19293
## - ae08d2297e 1 2.011 3717.6 -19292
## - `298ed82b22` 1 2.224 3717.8 -19292
## - `8de0382f02` 1 2.387 3718.0 -19291
## - b4112a94a6 1 2.388 3718.0 -19291
## - d035af6ffa 1 2.554 3718.1 -19290
## - `96c30c7eef` 1 2.609 3718.2 -19290
## - `29bbd86997` 1 2.916 3718.5 -19289
## - `384bec5dd1_1` 1 3.267 3718.9 -19288
## - `789b5244a9` 1 3.281 3718.9 -19287
## - `3e200bf766` 1 3.356 3718.9 -19287
## - ed7e658a27 1 3.366 3719.0 -19287
## - `49756d8e0f` 1 5.194 3720.8 -19280
## - abca7a848f 1 5.615 3721.2 -19278
## - `60ec1426ce` 1 5.786 3721.4 -19278
## - `1f3058af83` 1 8.706 3724.3 -19266
## - `016399044a` 1 9.631 3725.2 -19263
## - c0c3df65b1 1 10.923 3726.5 -19258
## - f0a0febd35 1 12.589 3728.2 -19252
## - `087235d61e` 1 13.020 3728.6 -19250
## - `7fe6cb4c98` 1 16.149 3731.7 -19238
## - `2bc6ab42f7` 1 16.727 3732.3 -19236
## - f013b60e50 1 21.151 3736.7 -19219
## - `87b982928b` 1 26.604 3742.2 -19198
## - a14fd026ce 1 27.666 3743.3 -19194
## - `5f360995ef` 1 28.968 3744.6 -19189
## - ea0f4a32e3 1 41.043 3756.6 -19142
## - `174825d438` 1 48.632 3764.2 -19113
## - `8c2e088a3d` 1 50.185 3765.8 -19107
## - `2d7fe4693a` 1 53.336 3768.9 -19095
## - `8f5f7c556a` 1 69.137 3784.7 -19035
## - `7841b6a5b1` 1 86.874 3802.5 -18968
## - d2c775fa99 1 99.794 3815.4 -18920
## - beb6e17af1 1 122.669 3838.3 -18834
## - `5b862c0a8f` 1 145.098 3860.7 -18750
## - e86a2190c1 1 154.348 3869.9 -18716
## - `9a575e82a4_1` 1 154.887 3870.5 -18714
## - `6db53d265a` 1 173.412 3889.0 -18645
## - `06888ceac9_1` 1 180.052 3895.6 -18620
## - aee1e4fc85 1 206.947 3922.5 -18522
## - `253eb5ef11` 1 264.539 3980.1 -18312
##
## Step: AIC=-19298.42
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + `6516422788` + ffd1cdcfc1 + `49756d8e0f` +
## `63bcf89b1d` + `1fa099bb01` + `298ed82b22` + `25bbf0e7e7` +
## abca7a848f + `29bbd86997` + `789b5244a9` + d035af6ffa + b4112a94a6 +
## `8de0382f02` + `3e200bf766` + `12eda2d982` + `20f1afc5c7` +
## `0b846350ef` + ba54a2a637 + `7925993f42` + `0e2ab0831c`
##
## Df Sum of Sq RSS AIC
## - `6516422788` 1 0.453 3716.5 -19299
## - `7cb7913148_3` 1 0.513 3716.5 -19298
## <none> 3716.0 -19298
## + `55907cc1de` 1 0.440 3715.6 -19298
## + `98475257f7` 1 0.434 3715.6 -19298
## - `20f1afc5c7` 1 0.635 3716.7 -19298
## + `7cb7913148_6` 1 0.380 3715.7 -19298
## + `7743f273c2` 1 0.379 3715.7 -19298
## + `8a21502326` 1 0.370 3715.7 -19298
## + `2a457d15d9` 1 0.357 3715.7 -19298
## + `173b6590ae` 1 0.351 3715.7 -19298
## + fe8cdd80ba 1 0.324 3715.7 -19298
## + `136c1727c3` 1 0.320 3715.7 -19298
## + `2e874bc151` 1 0.274 3715.8 -19298
## + aa69c802b6 1 0.269 3715.8 -19298
## + `96e6f0be58` 1 0.251 3715.8 -19297
## - `12eda2d982` 1 0.796 3716.8 -19297
## + `7cb7913148_7` 1 0.227 3715.8 -19297
## + `7cb7913148_5` 1 0.225 3715.8 -19297
## + `9b6e0b36c2` 1 0.224 3715.8 -19297
## + c1b8ce2354 1 0.208 3715.8 -19297
## + `3eb53ae932` 1 0.208 3715.8 -19297
## - `1fa099bb01` 1 0.834 3716.9 -19297
## + `7cb7913148_1` 1 0.167 3715.9 -19297
## - `65aed7dc1f` 1 0.878 3716.9 -19297
## - `0b846350ef` 1 0.878 3716.9 -19297
## + `04e7268385` 1 0.138 3715.9 -19297
## + ee2ac696ff 1 0.115 3715.9 -19297
## + b709f75447 1 0.110 3715.9 -19297
## - ffd1cdcfc1 1 0.925 3717.0 -19297
## + `7cb7913148_2` 1 0.108 3715.9 -19297
## + `3df2300fa2` 1 0.104 3715.9 -19297
## + ac826f0013 1 0.098 3715.9 -19297
## + `435dec85e2` 1 0.087 3715.9 -19297
## + d4d6566f9c 1 0.087 3715.9 -19297
## + dcfcbc2ea1 1 0.085 3715.9 -19297
## + fbf66c8021 1 0.081 3715.9 -19297
## + e0a0772df0 1 0.076 3716.0 -19297
## + e5efa4d39a 1 0.069 3716.0 -19297
## + `4468394575` 1 0.065 3716.0 -19297
## + `99d44111c9` 1 0.064 3716.0 -19297
## + c58f611921 1 0.064 3716.0 -19297
## + `072b7e8f27` 1 0.055 3716.0 -19297
## + `4fc17427c8` 1 0.054 3716.0 -19297
## + `8311343404` 1 0.038 3716.0 -19297
## + `7734c0c22f` 1 0.030 3716.0 -19296
## + `0342faceb5` 1 0.028 3716.0 -19296
## + b9a487ac3c 1 0.028 3716.0 -19296
## + e7ee22effb 1 0.012 3716.0 -19296
## + `55cf3f7627` 1 0.008 3716.0 -19296
## + `779d13189e` 1 0.008 3716.0 -19296
## + `1f222e3669` 1 0.006 3716.0 -19296
## + fdf8628ca7 1 0.005 3716.0 -19296
## + `77b3b41efa` 1 0.004 3716.0 -19296
## + a24802caa5 1 0.002 3716.0 -19296
## + `7cb7913148_4` 1 0.001 3716.0 -19296
## - bdf934caa7 1 1.150 3717.2 -19296
## - `63bcf89b1d` 1 1.195 3717.2 -19296
## - `0e2ab0831c` 1 1.259 3717.3 -19296
## - `25bbf0e7e7` 1 1.428 3717.5 -19295
## - fe0318e273 1 1.634 3717.7 -19294
## - `56371466d7` 1 1.652 3717.7 -19294
## - `7925993f42` 1 1.681 3717.7 -19294
## - ba54a2a637 1 1.741 3717.8 -19294
## - f66b98dd69 1 1.789 3717.8 -19294
## - `2719b72c0d` 1 1.867 3717.9 -19293
## - ae08d2297e 1 2.006 3718.0 -19293
## - `298ed82b22` 1 2.236 3718.3 -19292
## - `8de0382f02` 1 2.391 3718.4 -19291
## - b4112a94a6 1 2.392 3718.4 -19291
## - d035af6ffa 1 2.554 3718.6 -19290
## - `96c30c7eef` 1 2.635 3718.7 -19290
## - `29bbd86997` 1 2.913 3718.9 -19289
## - `384bec5dd1_1` 1 3.303 3719.3 -19288
## - `789b5244a9` 1 3.310 3719.3 -19288
## - `3e200bf766` 1 3.382 3719.4 -19287
## - ed7e658a27 1 3.395 3719.4 -19287
## - `49756d8e0f` 1 5.170 3721.2 -19280
## - abca7a848f 1 5.620 3721.7 -19279
## - `60ec1426ce` 1 5.794 3721.8 -19278
## - `1f3058af83` 1 8.694 3724.7 -19267
## - `016399044a` 1 9.636 3725.7 -19263
## - c0c3df65b1 1 10.993 3727.0 -19258
## - f0a0febd35 1 12.522 3728.6 -19252
## - `087235d61e` 1 13.003 3729.0 -19250
## - `7fe6cb4c98` 1 16.071 3732.1 -19238
## - `2bc6ab42f7` 1 16.727 3732.8 -19236
## - f013b60e50 1 21.086 3737.1 -19219
## - `87b982928b` 1 26.563 3742.6 -19198
## - a14fd026ce 1 27.644 3743.7 -19194
## - `5f360995ef` 1 29.083 3745.1 -19188
## - ea0f4a32e3 1 41.085 3757.1 -19142
## - `174825d438` 1 48.664 3764.7 -19114
## - `8c2e088a3d` 1 50.128 3766.2 -19108
## - `2d7fe4693a` 1 53.498 3769.5 -19095
## - `8f5f7c556a` 1 69.108 3785.1 -19036
## - `7841b6a5b1` 1 86.733 3802.8 -18969
## - d2c775fa99 1 99.684 3815.7 -18920
## - beb6e17af1 1 122.641 3838.7 -18834
## - `5b862c0a8f` 1 144.858 3860.9 -18751
## - e86a2190c1 1 154.474 3870.5 -18716
## - `9a575e82a4_1` 1 154.717 3870.7 -18715
## - `6db53d265a` 1 173.353 3889.4 -18646
## - `06888ceac9_1` 1 180.211 3896.2 -18620
## - aee1e4fc85 1 207.028 3923.1 -18522
## - `253eb5ef11` 1 264.640 3980.7 -18312
##
## Step: AIC=-19298.66
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `7cb7913148_3` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `789b5244a9` + d035af6ffa + b4112a94a6 + `8de0382f02` +
## `3e200bf766` + `12eda2d982` + `20f1afc5c7` + `0b846350ef` +
## ba54a2a637 + `7925993f42` + `0e2ab0831c`
##
## Df Sum of Sq RSS AIC
## - `7cb7913148_3` 1 0.501 3717.0 -19299
## <none> 3716.5 -19299
## + `6516422788` 1 0.453 3716.0 -19298
## + `55907cc1de` 1 0.449 3716.0 -19298
## + `98475257f7` 1 0.440 3716.0 -19298
## + `8a21502326` 1 0.406 3716.1 -19298
## - `20f1afc5c7` 1 0.630 3717.1 -19298
## + `7cb7913148_6` 1 0.378 3716.1 -19298
## + `7743f273c2` 1 0.374 3716.1 -19298
## + `2a457d15d9` 1 0.355 3716.1 -19298
## + `173b6590ae` 1 0.350 3716.1 -19298
## + `136c1727c3` 1 0.326 3716.2 -19298
## + fe8cdd80ba 1 0.320 3716.2 -19298
## + `2e874bc151` 1 0.278 3716.2 -19298
## + aa69c802b6 1 0.271 3716.2 -19298
## + `96e6f0be58` 1 0.241 3716.2 -19298
## + `7cb7913148_5` 1 0.230 3716.3 -19298
## - `12eda2d982` 1 0.807 3717.3 -19298
## + `9b6e0b36c2` 1 0.226 3716.3 -19298
## + `7cb7913148_7` 1 0.213 3716.3 -19298
## - `1fa099bb01` 1 0.848 3717.3 -19297
## + `7cb7913148_1` 1 0.166 3716.3 -19297
## - `0b846350ef` 1 0.876 3717.4 -19297
## - `65aed7dc1f` 1 0.885 3717.4 -19297
## + `04e7268385` 1 0.148 3716.3 -19297
## + ee2ac696ff 1 0.115 3716.4 -19297
## + b709f75447 1 0.112 3716.4 -19297
## + `7cb7913148_2` 1 0.104 3716.4 -19297
## - ffd1cdcfc1 1 0.932 3717.4 -19297
## + ac826f0013 1 0.096 3716.4 -19297
## + `3df2300fa2` 1 0.096 3716.4 -19297
## + `435dec85e2` 1 0.089 3716.4 -19297
## + d4d6566f9c 1 0.089 3716.4 -19297
## + dcfcbc2ea1 1 0.085 3716.4 -19297
## + e0a0772df0 1 0.080 3716.4 -19297
## + fbf66c8021 1 0.078 3716.4 -19297
## + e5efa4d39a 1 0.072 3716.4 -19297
## + `4468394575` 1 0.066 3716.4 -19297
## + `99d44111c9` 1 0.066 3716.4 -19297
## + c58f611921 1 0.066 3716.4 -19297
## + `072b7e8f27` 1 0.059 3716.4 -19297
## + `4fc17427c8` 1 0.054 3716.4 -19297
## + `8311343404` 1 0.040 3716.4 -19297
## + `7734c0c22f` 1 0.029 3716.5 -19297
## + b9a487ac3c 1 0.029 3716.5 -19297
## + `0342faceb5` 1 0.028 3716.5 -19297
## + e7ee22effb 1 0.011 3716.5 -19297
## + c1b8ce2354 1 0.010 3716.5 -19297
## + `3eb53ae932` 1 0.010 3716.5 -19297
## + `779d13189e` 1 0.008 3716.5 -19297
## + `1f222e3669` 1 0.007 3716.5 -19297
## + `55cf3f7627` 1 0.007 3716.5 -19297
## + fdf8628ca7 1 0.007 3716.5 -19297
## + `77b3b41efa` 1 0.005 3716.5 -19297
## + a24802caa5 1 0.003 3716.5 -19297
## + `7cb7913148_4` 1 0.000 3716.5 -19297
## - bdf934caa7 1 1.160 3717.6 -19296
## - `63bcf89b1d` 1 1.193 3717.7 -19296
## - `0e2ab0831c` 1 1.255 3717.7 -19296
## - f66b98dd69 1 1.337 3717.8 -19296
## - `2719b72c0d` 1 1.415 3717.9 -19295
## - `25bbf0e7e7` 1 1.425 3717.9 -19295
## - fe0318e273 1 1.648 3718.1 -19294
## - `7925993f42` 1 1.663 3718.1 -19294
## - `56371466d7` 1 1.692 3718.2 -19294
## - ba54a2a637 1 1.722 3718.2 -19294
## - ae08d2297e 1 2.028 3718.5 -19293
## - `298ed82b22` 1 2.226 3718.7 -19292
## - `8de0382f02` 1 2.367 3718.9 -19292
## - b4112a94a6 1 2.367 3718.9 -19292
## - `96c30c7eef` 1 2.392 3718.9 -19291
## - d035af6ffa 1 2.545 3719.0 -19291
## - `29bbd86997` 1 2.915 3719.4 -19289
## - `789b5244a9` 1 3.043 3719.5 -19289
## - ed7e658a27 1 3.126 3719.6 -19289
## - `384bec5dd1_1` 1 3.311 3719.8 -19288
## - `3e200bf766` 1 3.344 3719.8 -19288
## - `49756d8e0f` 1 5.161 3721.6 -19281
## - abca7a848f 1 5.614 3722.1 -19279
## - `60ec1426ce` 1 5.809 3722.3 -19278
## - `1f3058af83` 1 8.727 3725.2 -19267
## - `016399044a` 1 9.688 3726.2 -19263
## - c0c3df65b1 1 10.971 3727.5 -19258
## - f0a0febd35 1 12.576 3729.1 -19252
## - `087235d61e` 1 13.032 3729.5 -19250
## - `7fe6cb4c98` 1 16.072 3732.6 -19239
## - `2bc6ab42f7` 1 16.727 3733.2 -19236
## - f013b60e50 1 21.047 3737.5 -19220
## - `87b982928b` 1 26.601 3743.1 -19198
## - a14fd026ce 1 27.706 3744.2 -19194
## - `5f360995ef` 1 29.163 3745.6 -19188
## - ea0f4a32e3 1 41.073 3757.6 -19143
## - `174825d438` 1 48.515 3765.0 -19114
## - `8c2e088a3d` 1 50.027 3766.5 -19109
## - `2d7fe4693a` 1 53.462 3769.9 -19096
## - `8f5f7c556a` 1 68.988 3785.5 -19036
## - `7841b6a5b1` 1 86.721 3803.2 -18969
## - d2c775fa99 1 99.620 3816.1 -18921
## - beb6e17af1 1 122.549 3839.0 -18835
## - `5b862c0a8f` 1 144.904 3861.4 -18751
## - `9a575e82a4_1` 1 154.716 3871.2 -18715
## - e86a2190c1 1 154.771 3871.3 -18715
## - `6db53d265a` 1 173.307 3889.8 -18646
## - `06888ceac9_1` 1 180.259 3896.7 -18620
## - aee1e4fc85 1 206.964 3923.4 -18522
## - `253eb5ef11` 1 264.534 3981.0 -18313
##
## Step: AIC=-19298.73
## target ~ `06888ceac9_1` + `384bec5dd1_1` + `9a575e82a4_1` + `2719b72c0d` +
## f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 + ed7e658a27 +
## `253eb5ef11` + `6db53d265a` + `5b862c0a8f` + beb6e17af1 +
## `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `789b5244a9` + d035af6ffa + b4112a94a6 + `8de0382f02` +
## `3e200bf766` + `12eda2d982` + `20f1afc5c7` + `0b846350ef` +
## ba54a2a637 + `7925993f42` + `0e2ab0831c`
##
## Df Sum of Sq RSS AIC
## <none> 3717.0 -19299
## + `7cb7913148_3` 1 0.501 3716.5 -19299
## + `55907cc1de` 1 0.448 3716.5 -19298
## + `6516422788` 1 0.441 3716.5 -19298
## + `98475257f7` 1 0.427 3716.6 -19298
## - `20f1afc5c7` 1 0.624 3717.6 -19298
## + `8a21502326` 1 0.399 3716.6 -19298
## + `7cb7913148_6` 1 0.385 3716.6 -19298
## + `7743f273c2` 1 0.367 3716.6 -19298
## + `2a457d15d9` 1 0.357 3716.6 -19298
## + `173b6590ae` 1 0.353 3716.6 -19298
## + `136c1727c3` 1 0.338 3716.6 -19298
## + fe8cdd80ba 1 0.303 3716.7 -19298
## + `2e874bc151` 1 0.282 3716.7 -19298
## + aa69c802b6 1 0.263 3716.7 -19298
## - `12eda2d982` 1 0.784 3717.8 -19298
## + `96e6f0be58` 1 0.244 3716.7 -19298
## + `9b6e0b36c2` 1 0.224 3716.8 -19298
## + `7cb7913148_5` 1 0.218 3716.8 -19298
## - `1fa099bb01` 1 0.821 3717.8 -19298
## + `7cb7913148_7` 1 0.211 3716.8 -19298
## - `0b846350ef` 1 0.854 3717.8 -19297
## - `65aed7dc1f` 1 0.866 3717.9 -19297
## + `04e7268385` 1 0.145 3716.8 -19297
## + ee2ac696ff 1 0.117 3716.9 -19297
## + b709f75447 1 0.112 3716.9 -19297
## - ffd1cdcfc1 1 0.929 3717.9 -19297
## + `3df2300fa2` 1 0.099 3716.9 -19297
## + ac826f0013 1 0.096 3716.9 -19297
## + `435dec85e2` 1 0.084 3716.9 -19297
## + d4d6566f9c 1 0.084 3716.9 -19297
## + dcfcbc2ea1 1 0.083 3716.9 -19297
## + e0a0772df0 1 0.079 3716.9 -19297
## + fbf66c8021 1 0.076 3716.9 -19297
## + e5efa4d39a 1 0.071 3716.9 -19297
## + `072b7e8f27` 1 0.067 3716.9 -19297
## + `4468394575` 1 0.066 3716.9 -19297
## + `99d44111c9` 1 0.065 3716.9 -19297
## + c58f611921 1 0.065 3716.9 -19297
## + `7cb7913148_1` 1 0.061 3716.9 -19297
## + `4fc17427c8` 1 0.056 3716.9 -19297
## + `7cb7913148_2` 1 0.049 3716.9 -19297
## + `8311343404` 1 0.042 3716.9 -19297
## + b9a487ac3c 1 0.027 3717.0 -19297
## + `7734c0c22f` 1 0.027 3717.0 -19297
## + `0342faceb5` 1 0.025 3717.0 -19297
## + c1b8ce2354 1 0.013 3717.0 -19297
## + `3eb53ae932` 1 0.013 3717.0 -19297
## + e7ee22effb 1 0.012 3717.0 -19297
## + `779d13189e` 1 0.008 3717.0 -19297
## + `1f222e3669` 1 0.007 3717.0 -19297
## + fdf8628ca7 1 0.007 3717.0 -19297
## + `55cf3f7627` 1 0.007 3717.0 -19297
## + `77b3b41efa` 1 0.005 3717.0 -19297
## + a24802caa5 1 0.003 3717.0 -19297
## + `7cb7913148_4` 1 0.003 3717.0 -19297
## - bdf934caa7 1 1.157 3718.1 -19296
## - `63bcf89b1d` 1 1.201 3718.2 -19296
## - `0e2ab0831c` 1 1.253 3718.2 -19296
## - f66b98dd69 1 1.353 3718.3 -19296
## - `2719b72c0d` 1 1.431 3718.4 -19295
## - `25bbf0e7e7` 1 1.438 3718.4 -19295
## - fe0318e273 1 1.654 3718.6 -19294
## - `7925993f42` 1 1.678 3718.7 -19294
## - `56371466d7` 1 1.692 3718.7 -19294
## - ba54a2a637 1 1.715 3718.7 -19294
## - ae08d2297e 1 2.039 3719.0 -19293
## - `298ed82b22` 1 2.217 3719.2 -19292
## - `8de0382f02` 1 2.354 3719.3 -19292
## - b4112a94a6 1 2.355 3719.3 -19292
## - `96c30c7eef` 1 2.410 3719.4 -19291
## - d035af6ffa 1 2.559 3719.5 -19291
## - `29bbd86997` 1 2.925 3719.9 -19289
## - `789b5244a9` 1 3.063 3720.0 -19289
## - ed7e658a27 1 3.145 3720.1 -19289
## - `384bec5dd1_1` 1 3.296 3720.3 -19288
## - `3e200bf766` 1 3.338 3720.3 -19288
## - `49756d8e0f` 1 5.133 3722.1 -19281
## - abca7a848f 1 5.631 3722.6 -19279
## - `60ec1426ce` 1 5.869 3722.9 -19278
## - `1f3058af83` 1 8.770 3725.8 -19267
## - `016399044a` 1 9.670 3726.7 -19263
## - c0c3df65b1 1 11.050 3728.0 -19258
## - f0a0febd35 1 12.550 3729.5 -19252
## - `087235d61e` 1 13.000 3730.0 -19251
## - `7fe6cb4c98` 1 16.073 3733.1 -19239
## - `2bc6ab42f7` 1 16.701 3733.7 -19236
## - f013b60e50 1 21.009 3738.0 -19220
## - `87b982928b` 1 26.455 3743.4 -19199
## - a14fd026ce 1 27.716 3744.7 -19194
## - `5f360995ef` 1 29.176 3746.2 -19188
## - ea0f4a32e3 1 41.167 3758.2 -19142
## - `174825d438` 1 48.477 3765.5 -19115
## - `8c2e088a3d` 1 49.969 3767.0 -19109
## - `2d7fe4693a` 1 53.538 3770.5 -19095
## - `8f5f7c556a` 1 69.107 3786.1 -19036
## - `7841b6a5b1` 1 86.631 3803.6 -18970
## - d2c775fa99 1 99.719 3816.7 -18920
## - beb6e17af1 1 122.427 3839.4 -18835
## - `5b862c0a8f` 1 145.000 3862.0 -18751
## - `9a575e82a4_1` 1 154.760 3871.7 -18715
## - e86a2190c1 1 155.261 3872.2 -18713
## - `6db53d265a` 1 173.303 3890.3 -18646
## - `06888ceac9_1` 1 180.207 3897.2 -18621
## - aee1e4fc85 1 206.895 3923.9 -18523
## - `253eb5ef11` 1 264.631 3981.6 -18313
##
## Call:
## lm(formula = target ~ `06888ceac9_1` + `384bec5dd1_1` + `9a575e82a4_1` +
## `2719b72c0d` + f66b98dd69 + aee1e4fc85 + `96c30c7eef` + e86a2190c1 +
## ed7e658a27 + `253eb5ef11` + `6db53d265a` + `5b862c0a8f` +
## beb6e17af1 + `7841b6a5b1` + d2c775fa99 + `8c2e088a3d` + `2d7fe4693a` +
## `174825d438` + `8f5f7c556a` + ea0f4a32e3 + `5f360995ef` +
## f013b60e50 + `7fe6cb4c98` + `087235d61e` + `87b982928b` +
## a14fd026ce + `2bc6ab42f7` + c0c3df65b1 + `016399044a` + `1f3058af83` +
## `65aed7dc1f` + fe0318e273 + `56371466d7` + f0a0febd35 + `60ec1426ce` +
## ae08d2297e + bdf934caa7 + ffd1cdcfc1 + `49756d8e0f` + `63bcf89b1d` +
## `1fa099bb01` + `298ed82b22` + `25bbf0e7e7` + abca7a848f +
## `29bbd86997` + `789b5244a9` + d035af6ffa + b4112a94a6 + `8de0382f02` +
## `3e200bf766` + `12eda2d982` + `20f1afc5c7` + `0b846350ef` +
## ba54a2a637 + `7925993f42` + `0e2ab0831c`, data = data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1.14282 -0.37218 -0.07746 0.31158 1.43063
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 247.6189550311 17.2529090078 14.352 < 0.0000000000000002 ***
## `06888ceac9_1` -0.3370716395 0.0127993592 -26.335 < 0.0000000000000002 ***
## `384bec5dd1_1` -0.0478031920 0.0134209194 -3.562 0.000369 ***
## `9a575e82a4_1` -0.5907065590 0.0242043434 -24.405 < 0.0000000000000002 ***
## `2719b72c0d` -0.0001492062 0.0000635791 -2.347 0.018950 *
## f66b98dd69 15.6072771479 6.8392466085 2.282 0.022503 *
## aee1e4fc85 -0.3402324900 0.0120573732 -28.218 < 0.0000000000000002 ***
## `96c30c7eef` -0.9764312030 0.3206395660 -3.045 0.002329 **
## e86a2190c1 0.0000073683 0.0000003014 24.444 < 0.0000000000000002 ***
## ed7e658a27 0.0001540889 0.0000442879 3.479 0.000504 ***
## `253eb5ef11` 0.4435106736 0.0138974440 31.913 < 0.0000000000000002 ***
## `6db53d265a` -0.0000076121 0.0000002948 -25.826 < 0.0000000000000002 ***
## `5b862c0a8f` 0.0014237929 0.0000602717 23.623 < 0.0000000000000002 ***
## beb6e17af1 -0.0000064281 0.0000002961 -21.706 < 0.0000000000000002 ***
## `7841b6a5b1` -0.0000572685 0.0000031364 -18.259 < 0.0000000000000002 ***
## d2c775fa99 -0.0016043959 0.0000818980 -19.590 < 0.0000000000000002 ***
## `8c2e088a3d` -0.0050273834 0.0003625288 -13.868 < 0.0000000000000002 ***
## `2d7fe4693a` -0.0236897657 0.0016503638 -14.354 < 0.0000000000000002 ***
## `174825d438` -0.0000040485 0.0000002964 -13.659 < 0.0000000000000002 ***
## `8f5f7c556a` 0.0019608225 0.0001202342 16.308 < 0.0000000000000002 ***
## ea0f4a32e3 -0.2788362560 0.0221525567 -12.587 < 0.0000000000000002 ***
## `5f360995ef` 0.0019613700 0.0001850968 10.596 < 0.0000000000000002 ***
## f013b60e50 0.2542269122 0.0282729325 8.992 < 0.0000000000000002 ***
## `7fe6cb4c98` 0.0036424663 0.0004631316 7.865 0.00000000000000396 ***
## `087235d61e` 0.0009146629 0.0001293139 7.073 0.00000000000158430 ***
## `87b982928b` 0.1306382854 0.0129468636 10.090 < 0.0000000000000002 ***
## a14fd026ce 0.0012822968 0.0001241578 10.328 < 0.0000000000000002 ***
## `2bc6ab42f7` -0.0002405866 0.0000300092 -8.017 0.00000000000000117 ***
## c0c3df65b1 0.0000019483 0.0000002988 6.521 0.00000000007212532 ***
## `016399044a` -0.0003222959 0.0000528324 -6.100 0.00000000108571141 ***
## `1f3058af83` -0.0001313282 0.0000226048 -5.810 0.00000000639022010 ***
## `65aed7dc1f` 0.0002021976 0.0001107354 1.826 0.067878 .
## fe0318e273 -0.0668916924 0.0265159574 -2.523 0.011657 *
## `56371466d7` -0.0000934962 0.0000366351 -2.552 0.010718 *
## f0a0febd35 0.0004637501 0.0000667299 6.950 0.00000000000382020 ***
## `60ec1426ce` 0.0600184494 0.0126290318 4.752 0.00000202952768281 ***
## ae08d2297e -0.0000008258 0.0000002948 -2.801 0.005101 **
## bdf934caa7 0.0022529448 0.0010675087 2.110 0.034835 *
## ffd1cdcfc1 0.0042079057 0.0022250479 1.891 0.058624 .
## `49756d8e0f` 0.0792569566 0.0178321176 4.445 0.00000887101318945 ***
## `63bcf89b1d` -0.0021414437 0.0009958836 -2.150 0.031549 *
## `1fa099bb01` 0.0002133809 0.0001200508 1.777 0.075520 .
## `298ed82b22` -0.0541999398 0.0185535750 -2.921 0.003492 **
## `25bbf0e7e7` 0.0002581142 0.0001097376 2.352 0.018681 *
## abca7a848f 0.0000013853 0.0000002976 4.655 0.00000326555859127 ***
## `29bbd86997` 0.0614152814 0.0183046271 3.355 0.000795 ***
## `789b5244a9` -1.2292929132 0.3580518081 -3.433 0.000598 ***
## d035af6ffa 0.0000250792 0.0000079920 3.138 0.001704 **
## b4112a94a6 -17.6503231966 5.8625677537 -3.011 0.002611 **
## `8de0382f02` 0.0002832553 0.0000940991 3.010 0.002615 **
## `3e200bf766` -0.0000779881 0.0000217586 -3.584 0.000339 ***
## `12eda2d982` -0.0004673098 0.0002690467 -1.737 0.082425 .
## `20f1afc5c7` 0.0007805014 0.0005035364 1.550 0.121154
## `0b846350ef` -0.0000661391 0.0000364758 -1.813 0.069817 .
## ba54a2a637 0.0002276129 0.0000886078 2.569 0.010216 *
## `7925993f42` -0.0015589754 0.0006135547 -2.541 0.011068 *
## `0e2ab0831c` -0.0001273020 0.0000579782 -2.196 0.028130 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.5097 on 14305 degrees of freedom
## Multiple R-squared: 0.4036, Adjusted R-squared: 0.4012
## F-statistic: 172.9 on 56 and 14305 DF, p-value: < 0.00000000000000022
##————————————————————————————— ## AMOSTRA DE VALIDACAO ##—————————————————————————————
{r validation_sample}
#Amostra de validacao
target_pred <- predict(modelo6_stepwise,interval = "prediction", level = 0.95,
newdata = ValidSet, se.fit = T)
target_pred1 <-target_pred$fit
ValidSet_pred=cbind(df_train,target_pred1)
{r validation_rest}
# Residuo na amostra de validacao
residuo_valid <- ValidSet_pred$target - ValidSet_pred$fit
hist(residuo_valid)
qqnorm(residuo_valid, ylab="Res?duos",xlab="Quantis teoricos",main="")
qqline(residuo_valid)
{r validacao_rmse}
# Erro quadratico medio na amostra de validacao
mse2 <- mean((ValidSet_pred$target - ValidSet_pred$fit)^2)
sqrt(mse2)